{ "schema": "ai-fleet.kol_ai_rankings.v1", "content_kind": "editorial_shortlist", "default_evidence_kind": "catalog_anchor", "as_of": "2026-09-05", "languages": [ "zh", "en", "de", "ja", "es", "it", "fr" ], "default_language": "zh", "title": { "zh": "AI 排行榜实验室", "en": "AI Rankings Lab", "de": "AI Rankings Lab", "ja": "AIランキング研究室", "es": "Laboratorio de rankings AI", "it": "AI Rankings Lab", "fr": "Laboratoire de classements IA" }, "subtitle": { "zh": "截至 2026-09-05 · 21 主题 · 每榜 Top 20 · GitHub / Skills / X / Reddit / App Store / Play / 领袖 / 实验室 / 论文 / PH · 可点链接索引图", "en": "As of 2026-09-05 · 21 themes · top 20 · GitHub · Skills · X · Reddit · App Store · Play · leaders · labs · papers · PH · linked index", "de": "Stand 2026-09-05 · 21 Themen · Top 20 · GitHub · Skills · X · Reddit · App Store · Play · Leaders · Labs · Papers · PH · Link-Index", "ja": "基準日 2026-09-05 · 21テーマ · Top20 · GitHub · Skills · X · Reddit · App Store · Play · リーダー · 研究所 · 論文 · PH · リンク索引", "es": "A 2026-09-05 · 21 temas · top 20 · GitHub · Skills · X · Reddit · App Store · Play · líderes · labs · papers · PH · índice enlazado", "it": "Al 2026-09-05 · 21 temi · top 20 · GitHub · Skills · X · Reddit · App Store · Play · leader · labs · papers · PH · indice link", "fr": "Au 2026-09-05 · 21 thèmes · top 20 · GitHub · Skills · X · Reddit · App Store · Play · leaders · labs · papers · PH · index lié" }, "ui": { "en": { "site_title": "AI Rankings Lab", "site_subtitle": "As of 2026-09-05 · 21 themes · top 20 · GitHub · Skills · X · Reddit · App Store · Play · leaders · labs · papers · PH · linked index", "themes": "Themes", "language": "Language", "rank": "#", "name": "Name", "why": "Why on this map", "quality_gate": "Quality gate", "gate_pass": "PASS", "gate_fail": "FAIL", "anti_h": "Anti-hallucination", "disclaimer_label": "Evidence boundary", "as_of": "Data as of 2026-09-05", "sources": "Sources / public APIs", "source_kind_public_api": "Public API", "source_kind_leaderboard": "Leaderboard", "source_kind_trusted_site": "Trusted site", "source_kind_docs": "Official docs", "source_kind_report": "Public report", "x_account": "X", "homepage": "Home", "paper": "Paper", "benchmark": "Benchmark", "product": "Product", "repo": "Repo", "app_store": "App Store", "play_store": "Google Play", "x_topic": "X search", "reddit": "Reddit", "skill": "Skill", "cover_credit": "Cover · Grok Imagine", "footer": "tabs · i18n · quality gate · sources · covers · linked index" }, "zh": { "site_title": "AI 排行榜实验室", "site_subtitle": "截至 2026-09-05 · 21 主题 · 每榜 Top 20 · GitHub / Skills / X / Reddit / App Store / Play / 领袖 / 实验室 / 论文 / PH · 可点链接索引图", "themes": "主题", "language": "语言", "rank": "#", "name": "名称", "why": "为何在地图上", "quality_gate": "质量门禁", "gate_pass": "通过", "gate_fail": "未通过", "anti_h": "防幻觉", "disclaimer_label": "证据边界", "as_of": "数据截至 2026-09-05", "sources": "信源 / 公开 API", "source_kind_public_api": "公开 API", "source_kind_leaderboard": "公开榜单", "source_kind_trusted_site": "可信站点", "source_kind_docs": "官方文档", "source_kind_report": "公开报告", "x_account": "X 账号", "homepage": "主页", "paper": "论文", "benchmark": "评测榜", "product": "产品", "repo": "仓库", "app_store": "App Store", "play_store": "Google Play", "x_topic": "X 搜索", "reddit": "Reddit", "skill": "Skill", "cover_credit": "配图 · Grok Imagine", "footer": "页签 · 多语言 · 质量门禁 · 信源 · 配图 · 链接索引" }, "de": { "site_title": "AI Rankings Lab", "site_subtitle": "Stand 2026-09-05 · 21 Themen · Top 20 · GitHub · Skills · X · Reddit · App Store · Play · Leaders · Labs · Papers · PH · Link-Index", "themes": "Themen", "language": "Sprache", "rank": "#", "name": "Name", "why": "Warum auf der Karte", "quality_gate": "Qualitätstor", "gate_pass": "BESTANDEN", "gate_fail": "FEHLER", "anti_h": "Anti-Halluzination", "disclaimer_label": "Evidenzgrenze", "as_of": "Stand 2026-09-05", "sources": "Quellen / öffentliche APIs", "source_kind_public_api": "Öffentliche API", "source_kind_leaderboard": "Rangliste", "source_kind_trusted_site": "Vertrauenswürdige Seite", "source_kind_docs": "Offizielle Docs", "source_kind_report": "Öffentlicher Report", "x_account": "X", "homepage": "Home", "paper": "Paper", "benchmark": "Benchmark", "product": "Produkt", "repo": "Repo", "app_store": "App Store", "play_store": "Google Play", "x_topic": "X-Suche", "reddit": "Reddit", "skill": "Skill", "cover_credit": "Cover · Grok Imagine", "footer": "Tabs · i18n · Gate · Quellen · Cover · Link-Index" }, "ja": { "site_title": "AIランキング研究室", "site_subtitle": "基準日 2026-09-05 · 21テーマ · Top20 · GitHub · Skills · X · Reddit · App Store · Play · リーダー · 研究所 · 論文 · PH · リンク索引", "themes": "テーマ", "language": "言語", "rank": "#", "name": "名称", "why": "地図に載る理由", "quality_gate": "品質ゲート", "gate_pass": "合格", "gate_fail": "不合格", "anti_h": "幻覚防止", "disclaimer_label": "証拠境界", "as_of": "基準日 2026-09-05", "sources": "情報源 / 公開API", "source_kind_public_api": "公開API", "source_kind_leaderboard": "公開ランキング", "source_kind_trusted_site": "信頼サイト", "source_kind_docs": "公式ドキュメント", "source_kind_report": "公開レポート", "x_account": "X", "homepage": "ホーム", "paper": "論文", "benchmark": "ベンチマーク", "product": "プロダクト", "repo": "リポジトリ", "app_store": "App Store", "play_store": "Google Play", "x_topic": "X検索", "reddit": "Reddit", "skill": "Skill", "cover_credit": "カバー · Grok Imagine", "footer": "タブ · 多言語 · ゲート · 情報源 · カバー · リンク索引" }, "es": { "site_title": "Laboratorio de rankings AI", "site_subtitle": "A 2026-09-05 · 21 temas · top 20 · GitHub · Skills · X · Reddit · App Store · Play · líderes · labs · papers · PH · índice enlazado", "themes": "Temas", "language": "Idioma", "rank": "#", "name": "Nombre", "why": "Por qué en el mapa", "quality_gate": "Puerta de calidad", "gate_pass": "OK", "gate_fail": "FALLO", "anti_h": "Anti-alucinación", "disclaimer_label": "Límite de evidencia", "as_of": "Datos a 2026-09-05", "sources": "Fuentes / APIs públicas", "source_kind_public_api": "API pública", "source_kind_leaderboard": "Ranking público", "source_kind_trusted_site": "Sitio confiable", "source_kind_docs": "Docs oficiales", "source_kind_report": "Informe público", "x_account": "X", "homepage": "Inicio", "paper": "Paper", "benchmark": "Benchmark", "product": "Producto", "repo": "Repo", "app_store": "App Store", "play_store": "Google Play", "x_topic": "Búsqueda X", "reddit": "Reddit", "skill": "Skill", "cover_credit": "Portada · Grok Imagine", "footer": "pestañas · i18n · gate · fuentes · portadas · índice" }, "it": { "site_title": "AI Rankings Lab", "site_subtitle": "Al 2026-09-05 · 21 temi · top 20 · GitHub · Skills · X · Reddit · App Store · Play · leader · labs · papers · PH · indice link", "themes": "Temi", "language": "Lingua", "rank": "#", "name": "Nome", "why": "Perché sulla mappa", "quality_gate": "Quality gate", "gate_pass": "OK", "gate_fail": "FAIL", "anti_h": "Anti-allucinazione", "disclaimer_label": "Confine evidenza", "as_of": "Dati al 2026-09-05", "sources": "Fonti / API pubbliche", "source_kind_public_api": "API pubblica", "source_kind_leaderboard": "Classifica pubblica", "source_kind_trusted_site": "Sito affidabile", "source_kind_docs": "Docs ufficiali", "source_kind_report": "Report pubblico", "x_account": "X", "homepage": "Home", "paper": "Paper", "benchmark": "Benchmark", "product": "Prodotto", "repo": "Repo", "app_store": "App Store", "play_store": "Google Play", "x_topic": "Cerca X", "reddit": "Reddit", "skill": "Skill", "cover_credit": "Cover · Grok Imagine", "footer": "tab · i18n · gate · fonti · cover · indice link" }, "fr": { "site_title": "Laboratoire de classements IA", "site_subtitle": "Au 2026-09-05 · 21 thèmes · top 20 · GitHub · Skills · X · Reddit · App Store · Play · leaders · labs · papers · PH · index lié", "themes": "Thèmes", "language": "Langue", "rank": "#", "name": "Nom", "why": "Pourquoi sur la carte", "quality_gate": "Porte qualité", "gate_pass": "OK", "gate_fail": "ÉCHEC", "anti_h": "Anti-hallucination", "disclaimer_label": "Frontière d'évidence", "as_of": "Données au 2026-09-05", "sources": "Sources / API publiques", "source_kind_public_api": "API publique", "source_kind_leaderboard": "Classement public", "source_kind_trusted_site": "Site de confiance", "source_kind_docs": "Docs officiels", "source_kind_report": "Rapport public", "x_account": "X", "homepage": "Accueil", "paper": "Paper", "benchmark": "Benchmark", "product": "Produit", "repo": "Repo", "app_store": "App Store", "play_store": "Google Play", "x_topic": "Recherche X", "reddit": "Reddit", "skill": "Skill", "cover_credit": "Couverture · Grok Imagine", "footer": "onglets · i18n · gate · sources · couvertures · index lié" } }, "disclaimer": { "zh": "编辑向产品目录图（截至 2026-09-05），不是 LMSYS/Arena 实时跑分。名称是公开产品/品类锚点；理由是定位说明，不含无来源准确率、融资或估值。「地图优先级」= 100−名次 的相对标签，不是实测 KPI。每个主题下方标注可点击信源（公开 API / 榜单 / 官方文档 / 可信站点），用于交叉验证。「领袖 / 实验室 / 论文」榜是议程与思想遗产地图，不是粉丝数或本周引用热度实时榜。", "en": "Editorial product catalog map (as of 2026-09-05), not live LMSYS/Arena scores. Names are public product anchors; reasons are positioning notes without unsourced accuracy, funding, or valuation claims. Map priority = relative label (100−rank). Each theme lists clickable sources (public API / leaderboard / docs / trusted site) for cross-checking. Leader/lab/paper boards are agenda and idea-legacy maps, not follower counts or live weekly citation heat.", "de": "Editorische Produktkatalog-Karte (Stand 2026-09-05), keine Live-LMSYS-Scores. Namen sind öffentliche Produktanker; Begründungen ohne unsourced Accuracy/Funding/Valuation.", "ja": "編集上の製品カタログ地図（2026-09-05時点）。LMSYS等のライブ採点ではない。名称は公開プロダクト錨。出典なき精度・資金・評価額は含めない。", "es": "Mapa catálogo editorial (a 2026-09-05), no scores LMSYS en vivo. Nombres = anclas de producto públicas; sin accuracy/funding/valuation sin fuente.", "it": "Mappa catalogo editoriale (al 2026-09-05), non score LMSYS live. Nomi = ancore prodotto pubbliche; niente accuracy/funding/valuation senza fonte.", "fr": "Carte catalogue éditoriale (au 2026-09-05), pas de scores LMSYS live. Noms = ancres produit publiques ; pas d'accuracy/funding/valorisation sans source." }, "theme_count": 21, "items_per_theme": 20, "themes": [ { "id": "llm-foundations", "i18n": { "zh": { "title": "大模型基座（2026-07）", "subtitle": "当前主流量产/可调用的前沿基座", "metric_label": "地图优先级" }, "en": { "title": "LLM Foundations (2026-07)", "subtitle": "Frontier base models in active production use", "metric_label": "Map priority" }, "de": { "title": "LLM-Basismodelle (2026-07)", "subtitle": "Aktive Frontier-Basismodelle", "metric_label": "Kartenpriorität" }, "ja": { "title": "LLM基盤（2026-07）", "subtitle": "現行のフロンティア基盤モデル", "metric_label": "マップ優先度" }, "es": { "title": "Bases LLM (2026-07)", "subtitle": "Modelos base frontier en producción", "metric_label": "Prioridad" }, "it": { "title": "Fondazioni LLM (2026-07)", "subtitle": "Modelli base frontier in produzione", "metric_label": "Priorità" }, "fr": { "title": "Fondations LLM (2026-07)", "subtitle": "Modèles de base frontier en production", "metric_label": "Priorité carte" } }, "count": 20, "items": [ { "rank": 1, "name": "Claude Fable 5 / Opus 4.8 class", "reason": { "zh": "长程推理与编排控制面主力；Agent Arena/SWE 向仍居顶栏", "en": "Primary long-horizon control-plane class; still top-tier on agent/SWE boards", "de": "Primary long-horizon control-plane class; still top-tier on agent/SWE boards", "ja": "Primary long-horizon control-plane class; still top-tier on agent/SWE boards", "es": "Primary long-horizon control-plane class; still top-tier on agent/SWE boards", "it": "Primary long-horizon control-plane class; still top-tier on agent/SWE boards", "fr": "Primary long-horizon control-plane class; still top-tier on agent/SWE boards" }, "metric": { "zh": "地图优先级: 100", "en": "Map priority: 100", "de": "Kartenpriorität: 100", "ja": "マップ優先度: 100", "es": "Prioridad: 100", "it": "Priorità: 100", "fr": "Priorité carte: 100" }, "evidence_kind": "catalog_anchor", "url": "https://www.anthropic.com/claude", "icon": "assets/icons/domain-www-anthropic-com.png" }, { "rank": 2, "name": "GPT-5.6-Sol / GPT-5.5 Pro class", "reason": { "zh": "工程执行与 STEM 旗舰；Codex/ChatGPT 默认执行层", "en": "Coding/STEM flagship; default executor in Codex and ChatGPT product surface", "de": "Coding/STEM flagship; default executor in Codex and ChatGPT product surface", "ja": "Coding/STEM flagship; default executor in Codex and ChatGPT product surface", "es": "Coding/STEM flagship; default executor in Codex and ChatGPT product surface", "it": "Coding/STEM flagship; default executor in Codex and ChatGPT product surface", "fr": "Coding/STEM flagship; default executor in Codex and ChatGPT product surface" }, "metric": { "zh": "地图优先级: 99", "en": "Map priority: 99", "de": "Kartenpriorität: 99", "ja": "マップ優先度: 99", "es": "Prioridad: 99", "it": "Priorità: 99", "fr": "Priorité carte: 99" }, "evidence_kind": "catalog_anchor", "url": "https://openai.com/", "icon": "assets/icons/domain-openai-com.png" }, { "rank": 3, "name": "Gemini 3.1 / 3.x class", "reason": { "zh": "长上下文 + 科学/多模态；Workspace/Search 栈绑定深", "en": "Long-context science/multimodal surface tightly tied to Google stack", "de": "Long-context science/multimodal surface tightly tied to Google stack", "ja": "Long-context science/multimodal surface tightly tied to Google stack", "es": "Long-context science/multimodal surface tightly tied to Google stack", "it": "Long-context science/multimodal surface tightly tied to Google stack", "fr": "Long-context science/multimodal surface tightly tied to Google stack" }, "metric": { "zh": "地图优先级: 98", "en": "Map priority: 98", "de": "Kartenpriorität: 98", "ja": "マップ優先度: 98", "es": "Prioridad: 98", "it": "Priorità: 98", "fr": "Priorité carte: 98" }, "evidence_kind": "catalog_anchor", "url": "https://deepmind.google/technologies/gemini/", "icon": "assets/icons/domain-deepmind-google.png" }, { "rank": 4, "name": "Grok 4.5 / xAI", "reason": { "zh": "实时检索与 X 原生信息面；性价比交叉验证路由", "en": "Realtime + X-native retrieval; cost-effective cross-check route", "de": "Realtime + X-native retrieval; cost-effective cross-check route", "ja": "Realtime + X-native retrieval; cost-effective cross-check route", "es": "Realtime + X-native retrieval; cost-effective cross-check route", "it": "Realtime + X-native retrieval; cost-effective cross-check route", "fr": "Realtime + X-native retrieval; cost-effective cross-check route" }, "metric": { "zh": "地图优先级: 97", "en": "Map priority: 97", "de": "Kartenpriorität: 97", "ja": "マップ優先度: 97", "es": "Prioridad: 97", "it": "Priorità: 97", "fr": "Priorité carte: 97" }, "evidence_kind": "catalog_anchor", "url": "https://x.ai/", "icon": "assets/icons/domain-x-ai.png" }, { "rank": 5, "name": "DeepSeek-V3 / R1 class", "reason": { "zh": "开源权重侧推理性价比标杆；本地/私有部署常见", "en": "Open-weight reasoning cost leader for private/local deploy", "de": "Open-weight reasoning cost leader for private/local deploy", "ja": "Open-weight reasoning cost leader for private/local deploy", "es": "Open-weight reasoning cost leader for private/local deploy", "it": "Open-weight reasoning cost leader for private/local deploy", "fr": "Open-weight reasoning cost leader for private/local deploy" }, "metric": { "zh": "地图优先级: 96", "en": "Map priority: 96", "de": "Kartenpriorität: 96", "ja": "マップ優先度: 96", "es": "Prioridad: 96", "it": "Priorità: 96", "fr": "Priorité carte: 96" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/deepseek-ai/DeepSeek-V3", "icon": "assets/icons/gh-deepseek-ai.png" }, { "rank": 6, "name": "Qwen3 / Qwen 3.7 class (Alibaba)", "reason": { "zh": "中英双语与竞赛数学活跃；开源+云双轨", "en": "Active bilingual + contest-math line; open and cloud dual track", "de": "Active bilingual + contest-math line; open and cloud dual track", "ja": "Active bilingual + contest-math line; open and cloud dual track", "es": "Active bilingual + contest-math line; open and cloud dual track", "it": "Active bilingual + contest-math line; open and cloud dual track", "fr": "Active bilingual + contest-math line; open and cloud dual track" }, "metric": { "zh": "地图优先级: 95", "en": "Map priority: 95", "de": "Kartenpriorität: 95", "ja": "マップ優先度: 95", "es": "Prioridad: 95", "it": "Priorità: 95", "fr": "Priorité carte: 95" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/QwenLM/Qwen3", "icon": "assets/icons/gh-qwenlm.png" }, { "rank": 7, "name": "Llama 4 class (Meta)", "reason": { "zh": "开源生态默认底座之一；社区微调与企业私有化广", "en": "Default open ecosystem base; wide fine-tune and private deploy", "de": "Default open ecosystem base; wide fine-tune and private deploy", "ja": "Default open ecosystem base; wide fine-tune and private deploy", "es": "Default open ecosystem base; wide fine-tune and private deploy", "it": "Default open ecosystem base; wide fine-tune and private deploy", "fr": "Default open ecosystem base; wide fine-tune and private deploy" }, "metric": { "zh": "地图优先级: 94", "en": "Map priority: 94", "de": "Kartenpriorität: 94", "ja": "マップ優先度: 94", "es": "Prioridad: 94", "it": "Priorità: 94", "fr": "Priorité carte: 94" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/meta-llama", "icon": "assets/icons/gh-meta-llama.png" }, { "rank": 8, "name": "Mistral Large / Mixtral line", "reason": { "zh": "欧洲合规叙事下的开源/API 选择；企业采购友好", "en": "EU-positioned open/API line favored in enterprise procurement", "de": "EU-positioned open/API line favored in enterprise procurement", "ja": "EU-positioned open/API line favored in enterprise procurement", "es": "EU-positioned open/API line favored in enterprise procurement", "it": "EU-positioned open/API line favored in enterprise procurement", "fr": "EU-positioned open/API line favored in enterprise procurement" }, "metric": { "zh": "地图优先级: 93", "en": "Map priority: 93", "de": "Kartenpriorität: 93", "ja": "マップ優先度: 93", "es": "Prioridad: 93", "it": "Priorità: 93", "fr": "Priorité carte: 93" }, "evidence_kind": "catalog_anchor", "url": "https://mistral.ai/", "icon": "assets/icons/domain-mistral-ai.png" }, { "rank": 9, "name": "Kimi K3 / Moonshot long-context", "reason": { "zh": "长上下文 + 前端代码 Arena 冲顶；中文文档工作流仍强", "en": "Long-context + strong frontend-code arena presence; CN document workflows", "de": "Long-context + strong frontend-code arena presence; CN document workflows", "ja": "Long-context + strong frontend-code arena presence; CN document workflows", "es": "Long-context + strong frontend-code arena presence; CN document workflows", "it": "Long-context + strong frontend-code arena presence; CN document workflows", "fr": "Long-context + strong frontend-code arena presence; CN document workflows" }, "metric": { "zh": "地图优先级: 92", "en": "Map priority: 92", "de": "Kartenpriorität: 92", "ja": "マップ優先度: 92", "es": "Prioridad: 92", "it": "Priorità: 92", "fr": "Priorité carte: 92" }, "evidence_kind": "catalog_anchor", "url": "https://www.moonshot.cn/", "icon": "assets/icons/domain-www-moonshot-cn.png" }, { "rank": 10, "name": "GLM-5.x / Zhipu", "reason": { "zh": "国内 API + 开源双轨；Arena 开源权重常客", "en": "CN API + open dual track; frequent open-weight Arena contender", "de": "CN API + open dual track; frequent open-weight Arena contender", "ja": "CN API + open dual track; frequent open-weight Arena contender", "es": "CN API + open dual track; frequent open-weight Arena contender", "it": "CN API + open dual track; frequent open-weight Arena contender", "fr": "CN API + open dual track; frequent open-weight Arena contender" }, "metric": { "zh": "地图优先级: 91", "en": "Map priority: 91", "de": "Kartenpriorität: 91", "ja": "マップ優先度: 91", "es": "Prioridad: 91", "it": "Priorità: 91", "fr": "Priorité carte: 91" }, "evidence_kind": "catalog_anchor", "url": "https://www.zhipuai.cn/", "icon": "assets/icons/domain-www-zhipuai-cn.png" }, { "rank": 11, "name": "Amazon Nova class", "reason": { "zh": "Bedrock 原生分层模型；AWS 账户内默认可选", "en": "Bedrock-native tiered models default inside AWS accounts", "de": "Bedrock-native tiered models default inside AWS accounts", "ja": "Bedrock-native tiered models default inside AWS accounts", "es": "Bedrock-native tiered models default inside AWS accounts", "it": "Bedrock-native tiered models default inside AWS accounts", "fr": "Bedrock-native tiered models default inside AWS accounts" }, "metric": { "zh": "地图优先级: 90", "en": "Map priority: 90", "de": "Kartenpriorität: 90", "ja": "マップ優先度: 90", "es": "Prioridad: 90", "it": "Priorità: 90", "fr": "Priorité carte: 90" }, "evidence_kind": "catalog_anchor", "url": "https://aws.amazon.com/ai/generative-ai/nova/", "icon": "assets/icons/domain-aws-amazon-com.png" }, { "rank": 12, "name": "Claude Sonnet 5 / writing tier", "reason": { "zh": "写作与指令遵循产品默认；性价比日常写作层", "en": "Writing/instruction-following product default; cost-efficient daily writing tier", "de": "Writing/instruction-following product default; cost-efficient daily writing tier", "ja": "Writing/instruction-following product default; cost-efficient daily writing tier", "es": "Writing/instruction-following product default; cost-efficient daily writing tier", "it": "Writing/instruction-following product default; cost-efficient daily writing tier", "fr": "Writing/instruction-following product default; cost-efficient daily writing tier" }, "metric": { "zh": "地图优先级: 89", "en": "Map priority: 89", "de": "Kartenpriorität: 89", "ja": "マップ優先度: 89", "es": "Prioridad: 89", "it": "Priorità: 89", "fr": "Priorité carte: 89" }, "evidence_kind": "catalog_anchor", "url": "https://www.anthropic.com/claude", "icon": "assets/icons/domain-www-anthropic-com.png" }, { "rank": 13, "name": "o-series / deliberative reasoners", "reason": { "zh": "显式多步推理路由；难题二次思考时使用", "en": "Explicit multi-step reasoning route for hard second-pass work", "de": "Explicit multi-step reasoning route for hard second-pass work", "ja": "Explicit multi-step reasoning route for hard second-pass work", "es": "Explicit multi-step reasoning route for hard second-pass work", "it": "Explicit multi-step reasoning route for hard second-pass work", "fr": "Explicit multi-step reasoning route for hard second-pass work" }, "metric": { "zh": "地图优先级: 88", "en": "Map priority: 88", "de": "Kartenpriorität: 88", "ja": "マップ優先度: 88", "es": "Prioridad: 88", "it": "Priorità: 88", "fr": "Priorité carte: 88" }, "evidence_kind": "catalog_anchor", "url": "https://openai.com/", "icon": "assets/icons/domain-openai-com.png" }, { "rank": 14, "name": "Claude Haiku / fast tier", "reason": { "zh": "低延迟分流与分类；控制面廉价前置过滤器", "en": "Low-latency triage tier used as cheap front filter", "de": "Low-latency triage tier used as cheap front filter", "ja": "Low-latency triage tier used as cheap front filter", "es": "Low-latency triage tier used as cheap front filter", "it": "Low-latency triage tier used as cheap front filter", "fr": "Low-latency triage tier used as cheap front filter" }, "metric": { "zh": "地图优先级: 87", "en": "Map priority: 87", "de": "Kartenpriorität: 87", "ja": "マップ優先度: 87", "es": "Prioridad: 87", "it": "Priorità: 87", "fr": "Priorité carte: 87" }, "evidence_kind": "catalog_anchor", "url": "https://www.anthropic.com/claude", "icon": "assets/icons/domain-www-anthropic-com.png" }, { "rank": 15, "name": "Phi-4 / small strong on-device", "reason": { "zh": "端侧/边缘小模型；隐私与离线场景", "en": "On-device/edge small models for privacy and offline", "de": "On-device/edge small models for privacy and offline", "ja": "On-device/edge small models for privacy and offline", "es": "On-device/edge small models for privacy and offline", "it": "On-device/edge small models for privacy and offline", "fr": "On-device/edge small models for privacy and offline" }, "metric": { "zh": "地图优先级: 86", "en": "Map priority: 86", "de": "Kartenpriorität: 86", "ja": "マップ優先度: 86", "es": "Prioridad: 86", "it": "Priorità: 86", "fr": "Priorité carte: 86" }, "evidence_kind": "catalog_anchor", "url": "https://huggingface.co/microsoft", "icon": "assets/icons/domain-huggingface-co.png" }, { "rank": 16, "name": "Cohere Command / Embed / Rerank", "reason": { "zh": "企业 RAG 检索链路专用组件仍常用", "en": "Still common specialized components for enterprise RAG stacks", "de": "Still common specialized components for enterprise RAG stacks", "ja": "Still common specialized components for enterprise RAG stacks", "es": "Still common specialized components for enterprise RAG stacks", "it": "Still common specialized components for enterprise RAG stacks", "fr": "Still common specialized components for enterprise RAG stacks" }, "metric": { "zh": "地图优先级: 85", "en": "Map priority: 85", "de": "Kartenpriorität: 85", "ja": "マップ優先度: 85", "es": "Prioridad: 85", "it": "Priorità: 85", "fr": "Priorité carte: 85" }, "evidence_kind": "catalog_anchor", "url": "https://cohere.com/", "icon": "assets/icons/domain-cohere-com.png" }, { "rank": 17, "name": "xAI image/video generation stack", "reason": { "zh": "与 Grok 同厂多模态生成；Imagine 图/视频链路", "en": "Same-vendor multimodal gen stack beside Grok chat", "de": "Same-vendor multimodal gen stack beside Grok chat", "ja": "Same-vendor multimodal gen stack beside Grok chat", "es": "Same-vendor multimodal gen stack beside Grok chat", "it": "Same-vendor multimodal gen stack beside Grok chat", "fr": "Same-vendor multimodal gen stack beside Grok chat" }, "metric": { "zh": "地图优先级: 84", "en": "Map priority: 84", "de": "Kartenpriorität: 84", "ja": "マップ優先度: 84", "es": "Prioridad: 84", "it": "Priorità: 84", "fr": "Priorité carte: 84" }, "evidence_kind": "catalog_anchor", "url": "https://x.ai/", "icon": "assets/icons/domain-x-ai.png" }, { "rank": 18, "name": "OpenAI Images 2.0 / GPT Image 2", "reason": { "zh": "高分辨率可控产品图路径；工程交付常用", "en": "High-res controllable product-image path used in delivery", "de": "High-res controllable product-image path used in delivery", "ja": "High-res controllable product-image path used in delivery", "es": "High-res controllable product-image path used in delivery", "it": "High-res controllable product-image path used in delivery", "fr": "High-res controllable product-image path used in delivery" }, "metric": { "zh": "地图优先级: 83", "en": "Map priority: 83", "de": "Kartenpriorität: 83", "ja": "マップ優先度: 83", "es": "Prioridad: 83", "it": "Priorità: 83", "fr": "Priorité carte: 83" }, "evidence_kind": "catalog_anchor", "url": "https://openai.com/", "icon": "assets/icons/domain-openai-com.png" }, { "rank": 19, "name": "Local GGUF 70B-class (llama.cpp)", "reason": { "zh": "完全离线私有推理基线；无网/合规环境兜底", "en": "Fully offline private inference baseline for air-gapped envs", "de": "Fully offline private inference baseline for air-gapped envs", "ja": "Fully offline private inference baseline for air-gapped envs", "es": "Fully offline private inference baseline for air-gapped envs", "it": "Fully offline private inference baseline for air-gapped envs", "fr": "Fully offline private inference baseline for air-gapped envs" }, "metric": { "zh": "地图优先级: 82", "en": "Map priority: 82", "de": "Kartenpriorität: 82", "ja": "マップ優先度: 82", "es": "Prioridad: 82", "it": "Priorità: 82", "fr": "Priorité carte: 82" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/ggml-org/llama.cpp", "icon": "assets/icons/gh-ggml-org.jpg" }, { "rank": 20, "name": "Command R+ / retrieval-first LLMs", "reason": { "zh": "偏检索增强的企业问答模型族仍在采购名单", "en": "Retrieval-first enterprise QA family still on buy lists", "de": "Retrieval-first enterprise QA family still on buy lists", "ja": "Retrieval-first enterprise QA family still on buy lists", "es": "Retrieval-first enterprise QA family still on buy lists", "it": "Retrieval-first enterprise QA family still on buy lists", "fr": "Retrieval-first enterprise QA family still on buy lists" }, "metric": { "zh": "地图优先级: 81", "en": "Map priority: 81", "de": "Kartenpriorität: 81", "ja": "マップ優先度: 81", "es": "Prioridad: 81", "it": "Priorità: 81", "fr": "Priorité carte: 81" }, "evidence_kind": "catalog_anchor", "url": "https://cohere.com/", "icon": "assets/icons/domain-cohere-com.png" } ], "sources": [ { "label": "LM Arena / Chatbot Arena", "url": "https://arena.ai/leaderboard", "kind": "leaderboard", "note": { "zh": "Arena 公开 Text/Code/Agent 榜（原 LMSYS；HF Space 为镜像入口）", "en": "Public Text/Code/Agent arena boards (ex-LMSYS; HF Space is a mirror entry)", "de": "Public Text/Code/Agent arena boards (ex-LMSYS; HF Space is a mirror entry)", "ja": "Public Text/Code/Agent arena boards (ex-LMSYS; HF Space is a mirror entry)", "es": "Public Text/Code/Agent arena boards (ex-LMSYS; HF Space is a mirror entry)", "it": "Public Text/Code/Agent arena boards (ex-LMSYS; HF Space is a mirror entry)", "fr": "Public Text/Code/Agent arena boards (ex-LMSYS; HF Space is a mirror entry)" } }, { "label": "LMSYS Arena HF Space (mirror)", "url": "https://huggingface.co/spaces/lmsys/chatbot-arena-leaderboard", "kind": "leaderboard", "note": { "zh": "Arena HF Space 镜像（部分网络更稳）", "en": "Arena HF Space mirror (often more reachable)", "de": "Arena HF Space mirror (often more reachable)", "ja": "Arena HF Space mirror (often more reachable)", "es": "Arena HF Space mirror (often more reachable)", "it": "Arena HF Space mirror (often more reachable)", "fr": "Arena HF Space mirror (often more reachable)" } }, { "label": "OpenRouter Models API", "url": "https://openrouter.ai/api/v1/models", "kind": "public_api", "note": { "zh": "可机读模型目录（id/定价/上下文）", "en": "Machine-readable model catalog (id/pricing/context)", "de": "Machine-readable model catalog (id/pricing/context)", "ja": "Machine-readable model catalog (id/pricing/context)", "es": "Machine-readable model catalog (id/pricing/context)", "it": "Machine-readable model catalog (id/pricing/context)", "fr": "Machine-readable model catalog (id/pricing/context)" } }, { "label": "Artificial Analysis", "url": "https://artificialanalysis.ai/", "kind": "leaderboard", "note": { "zh": "独立质量/速度/价格对比", "en": "Independent quality/speed/price comparison", "de": "Independent quality/speed/price comparison", "ja": "Independent quality/speed/price comparison", "es": "Independent quality/speed/price comparison", "it": "Independent quality/speed/price comparison", "fr": "Independent quality/speed/price comparison" } }, { "label": "Hugging Face Open LLM Leaderboard", "url": "https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard", "kind": "leaderboard", "note": { "zh": "开源权重评测入口", "en": "Open-weight evaluation entry point", "de": "Open-weight evaluation entry point", "ja": "Open-weight evaluation entry point", "es": "Open-weight evaluation entry point", "it": "Open-weight evaluation entry point", "fr": "Open-weight evaluation entry point" } } ], "cover": { "path": "assets/theme-llm-foundations.webp", "file": "theme-llm-foundations.webp", "generator": "grok-imagine" } }, { "id": "agent-frameworks", "i18n": { "zh": { "title": "Agent 框架与运行时", "subtitle": "把模型变成可运行系统的编排层", "metric_label": "工程采用度" }, "en": { "title": "Agent Frameworks & Runtimes", "subtitle": "Orchestration layers that ship systems", "metric_label": "Adoption" }, "de": { "title": "Agent-Frameworks & Runtimes", "subtitle": "Orchestrierung die Systeme ausliefert", "metric_label": "Adoption" }, "ja": { "title": "エージェント枠組み", "subtitle": "システムとして出荷するオーケストレーション", "metric_label": "採用度" }, "es": { "title": "Frameworks y runtimes de agentes", "subtitle": "Orquestación que llega a producción", "metric_label": "Adopción" }, "it": { "title": "Framework e runtime agent", "subtitle": "Orchestrazione che va in produzione", "metric_label": "Adozione" }, "fr": { "title": "Frameworks et runtimes d'agents", "subtitle": "Orchestration qui part en production", "metric_label": "Adoption" } }, "count": 20, "items": [ { "rank": 1, "name": "LangGraph", "reason": { "zh": "状态图/可恢复工作流；复杂 agent 图的事实标准之一", "en": "Stateful recoverable graphs; a de-facto complex-agent standard", "de": "Stateful recoverable graphs; a de-facto complex-agent standard", "ja": "Stateful recoverable graphs; a de-facto complex-agent standard", "es": "Stateful recoverable graphs; a de-facto complex-agent standard", "it": "Stateful recoverable graphs; a de-facto complex-agent standard", "fr": "Stateful recoverable graphs; a de-facto complex-agent standard" }, "metric": { "zh": "工程采用度: 100", "en": "Adoption: 100", "de": "Adoption: 100", "ja": "採用度: 100", "es": "Adopción: 100", "it": "Adozione: 100", "fr": "Adoption: 100" }, "evidence_kind": "catalog_anchor", "url": "https://langchain-ai.github.io/langgraph/", "icon": "assets/icons/domain-langchain-com.png" }, { "rank": 2, "name": "Claude Agent SDK / Claude Code harness", "reason": { "zh": "原生 coding agent + hooks/skills 运行时", "en": "Native coding-agent harness with hooks/skills", "de": "Native coding-agent harness with hooks/skills", "ja": "Native coding-agent harness with hooks/skills", "es": "Native coding-agent harness with hooks/skills", "it": "Native coding-agent harness with hooks/skills", "fr": "Native coding-agent harness with hooks/skills" }, "metric": { "zh": "工程采用度: 99", "en": "Adoption: 99", "de": "Adoption: 99", "ja": "採用度: 99", "es": "Adopción: 99", "it": "Adozione: 99", "fr": "Adoption: 99" }, "evidence_kind": "catalog_anchor", "url": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview", "icon": "assets/icons/domain-docs-anthropic-com.png" }, { "rank": 3, "name": "OpenAI Agents SDK", "reason": { "zh": "托管 tool-loop + MCP 集成路径", "en": "Hosted tool-loop with MCP integration path", "de": "Hosted tool-loop with MCP integration path", "ja": "Hosted tool-loop with MCP integration path", "es": "Hosted tool-loop with MCP integration path", "it": "Hosted tool-loop with MCP integration path", "fr": "Hosted tool-loop with MCP integration path" }, "metric": { "zh": "工程采用度: 98", "en": "Adoption: 98", "de": "Adoption: 98", "ja": "採用度: 98", "es": "Adopción: 98", "it": "Adozione: 98", "fr": "Adoption: 98" }, "evidence_kind": "catalog_anchor", "url": "https://openai.github.io/openai-agents-python/", "icon": "assets/icons/domain-openai-com.png" }, { "rank": 4, "name": "MCP (Model Context Protocol)", "reason": { "zh": "工具协议标准；跨 IDE/运行时共享工具", "en": "Tool protocol standard across IDEs/runtimes", "de": "Tool protocol standard across IDEs/runtimes", "ja": "Tool protocol standard across IDEs/runtimes", "es": "Tool protocol standard across IDEs/runtimes", "it": "Tool protocol standard across IDEs/runtimes", "fr": "Tool protocol standard across IDEs/runtimes" }, "metric": { "zh": "工程采用度: 97", "en": "Adoption: 97", "de": "Adoption: 97", "ja": "採用度: 97", "es": "Adopción: 97", "it": "Adozione: 97", "fr": "Adoption: 97" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/modelcontextprotocol/servers", "icon": "assets/icons/gh-modelcontextprotocol.png" }, { "rank": 5, "name": "CrewAI", "reason": { "zh": "角色分工多 agent 团队模板", "en": "Role-based multi-agent team templates", "de": "Role-based multi-agent team templates", "ja": "Role-based multi-agent team templates", "es": "Role-based multi-agent team templates", "it": "Role-based multi-agent team templates", "fr": "Role-based multi-agent team templates" }, "metric": { "zh": "工程采用度: 96", "en": "Adoption: 96", "de": "Adoption: 96", "ja": "採用度: 96", "es": "Adopción: 96", "it": "Adozione: 96", "fr": "Adoption: 96" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/crewAIInc/crewAI", "icon": "assets/icons/gh-crewaiinc.png" }, { "rank": 6, "name": "AutoGen / AG2", "reason": { "zh": "多 agent 对话协作模式", "en": "Multi-agent conversational collaboration patterns", "de": "Multi-agent conversational collaboration patterns", "ja": "Multi-agent conversational collaboration patterns", "es": "Multi-agent conversational collaboration patterns", "it": "Multi-agent conversational collaboration patterns", "fr": "Multi-agent conversational collaboration patterns" }, "metric": { "zh": "工程采用度: 95", "en": "Adoption: 95", "de": "Adoption: 95", "ja": "採用度: 95", "es": "Adopción: 95", "it": "Adozione: 95", "fr": "Adoption: 95" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/microsoft/autogen", "icon": "assets/icons/gh-microsoft.png" }, { "rank": 7, "name": "Semantic Kernel", "reason": { "zh": "企业插件式编排（.NET/Python）", "en": "Enterprise plugin orchestration (.NET/Python)", "de": "Enterprise plugin orchestration (.NET/Python)", "ja": "Enterprise plugin orchestration (.NET/Python)", "es": "Enterprise plugin orchestration (.NET/Python)", "it": "Enterprise plugin orchestration (.NET/Python)", "fr": "Enterprise plugin orchestration (.NET/Python)" }, "metric": { "zh": "工程采用度: 94", "en": "Adoption: 94", "de": "Adoption: 94", "ja": "採用度: 94", "es": "Adopción: 94", "it": "Adozione: 94", "fr": "Adoption: 94" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/microsoft/semantic-kernel", "icon": "assets/icons/gh-microsoft.png" }, { "rank": 8, "name": "LlamaIndex Workflows", "reason": { "zh": "以数据/索引为中心的 agent 管线", "en": "Data/index-centric agent pipelines", "de": "Data/index-centric agent pipelines", "ja": "Data/index-centric agent pipelines", "es": "Data/index-centric agent pipelines", "it": "Data/index-centric agent pipelines", "fr": "Data/index-centric agent pipelines" }, "metric": { "zh": "工程采用度: 93", "en": "Adoption: 93", "de": "Adoption: 93", "ja": "採用度: 93", "es": "Adopción: 93", "it": "Adozione: 93", "fr": "Adoption: 93" }, "evidence_kind": "catalog_anchor", "url": "https://www.llamaindex.ai/", "icon": "assets/icons/domain-www-llamaindex-ai.png" }, { "rank": 9, "name": "Dify", "reason": { "zh": "低代码 agent 应用构建与发布", "en": "Low-code agent app build and publish", "de": "Low-code agent app build and publish", "ja": "Low-code agent app build and publish", "es": "Low-code agent app build and publish", "it": "Low-code agent app build and publish", "fr": "Low-code agent app build and publish" }, "metric": { "zh": "工程采用度: 92", "en": "Adoption: 92", "de": "Adoption: 92", "ja": "採用度: 92", "es": "Adopción: 92", "it": "Adozione: 92", "fr": "Adoption: 92" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/langgenius/dify", "icon": "assets/icons/gh-langgenius.png" }, { "rank": 10, "name": "n8n + AI nodes", "reason": { "zh": "工作流自动化嵌入 LLM 步骤", "en": "Workflow automation with embedded LLM steps", "de": "Workflow automation with embedded LLM steps", "ja": "Workflow automation with embedded LLM steps", "es": "Workflow automation with embedded LLM steps", "it": "Workflow automation with embedded LLM steps", "fr": "Workflow automation with embedded LLM steps" }, "metric": { "zh": "工程采用度: 91", "en": "Adoption: 91", "de": "Adoption: 91", "ja": "採用度: 91", "es": "Adopción: 91", "it": "Adozione: 91", "fr": "Adoption: 91" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/n8n-io/n8n", "icon": "assets/icons/gh-n8n-io.png" }, { "rank": 11, "name": "Temporal + LLM workers", "reason": { "zh": "长任务可恢复 agent 作业", "en": "Durable long-running agent jobs", "de": "Durable long-running agent jobs", "ja": "Durable long-running agent jobs", "es": "Durable long-running agent jobs", "it": "Durable long-running agent jobs", "fr": "Durable long-running agent jobs" }, "metric": { "zh": "工程采用度: 90", "en": "Adoption: 90", "de": "Adoption: 90", "ja": "採用度: 90", "es": "Adopción: 90", "it": "Adozione: 90", "fr": "Adoption: 90" }, "evidence_kind": "catalog_anchor", "url": "https://temporal.io/", "icon": "assets/icons/domain-temporal-io.png" }, { "rank": 12, "name": "Mastra", "reason": { "zh": "TypeScript 原生 agent 框架", "en": "TypeScript-native agent framework", "de": "TypeScript-native agent framework", "ja": "TypeScript-native agent framework", "es": "TypeScript-native agent framework", "it": "TypeScript-native agent framework", "fr": "TypeScript-native agent framework" }, "metric": { "zh": "工程采用度: 89", "en": "Adoption: 89", "de": "Adoption: 89", "ja": "採用度: 89", "es": "Adopción: 89", "it": "Adozione: 89", "fr": "Adoption: 89" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/mastra-ai/mastra", "icon": "assets/icons/gh-mastra-ai.png" }, { "rank": 13, "name": "PydanticAI", "reason": { "zh": "类型化 Python agent 工具链", "en": "Typed Python agent tooling", "de": "Typed Python agent tooling", "ja": "Typed Python agent tooling", "es": 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"trusted_site", "note": { "zh": "开源 CLI 结对编程 agent", "en": "Open-source CLI pair-programming agent", "de": "Open-source CLI pair-programming agent", "ja": "Open-source CLI pair-programming agent", "es": "Open-source CLI pair-programming agent", "it": "Open-source CLI pair-programming agent", "fr": "Open-source CLI pair-programming agent" } } ], "cover": { "path": "assets/theme-coding-agents.webp", "file": "theme-coding-agents.webp", "generator": "grok-imagine" } }, { "id": "rag-memory", "i18n": { "zh": { "title": "RAG、记忆与知识栈", "subtitle": "检索与跨会话记忆（生产常用组件）", "metric_label": "栈成熟度" }, "en": { "title": "RAG, Memory & Knowledge", "subtitle": "Retrieval and cross-session memory components", "metric_label": "Maturity" }, "de": { "title": "RAG, Memory & Wissen", "subtitle": "Retrieval und Session-übergreifendes Memory", "metric_label": "Reife" }, "ja": { "title": "RAG・記憶・知識", "subtitle": "検索とセッション横断メモリ", "metric_label": "成熟度" }, "es": { "title": "RAG, memoria y conocimiento", "subtitle": 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"rank": 2, "name": "LangChain / LangGraph retrievers", "reason": { "zh": "连接器与链式检索生态最广", "en": "Broadest connector and chain retrieval ecosystem", "de": "Broadest connector and chain retrieval ecosystem", "ja": "Broadest connector and chain retrieval ecosystem", "es": "Broadest connector and chain retrieval ecosystem", "it": "Broadest connector and chain retrieval ecosystem", "fr": "Broadest connector and chain retrieval ecosystem" }, "metric": { "zh": "栈成熟度: 99", "en": "Maturity: 99", "de": "Reife: 99", "ja": "成熟度: 99", "es": "Madurez: 99", "it": "Maturità: 99", "fr": "Maturité: 99" }, "evidence_kind": "catalog_anchor", "url": "https://www.langchain.com/", "icon": "assets/icons/domain-www-langchain-com.png" }, { "rank": 3, "name": "Pinecone", "reason": { "zh": "托管向量库默认采购项", "en": "Managed vector DB common buy default", "de": "Managed vector DB common buy default", "ja": "Managed vector DB common buy default", "es": "Managed vector DB common buy default", "it": "Managed vector DB common buy default", "fr": "Managed vector DB common buy default" }, "metric": { "zh": "栈成熟度: 98", "en": "Maturity: 98", "de": "Reife: 98", "ja": "成熟度: 98", "es": "Madurez: 98", "it": "Maturità: 98", "fr": "Maturité: 98" }, "evidence_kind": "catalog_anchor", "url": "https://www.pinecone.io/", "icon": "assets/icons/domain-www-pinecone-io.png" }, { "rank": 4, "name": "Qdrant", "reason": { "zh": "开源高性能向量库", "en": "Open high-performance vector store", "de": "Open high-performance vector store", "ja": "Open high-performance vector store", "es": "Open high-performance vector store", "it": "Open high-performance vector store", "fr": "Open high-performance vector store" }, "metric": { "zh": "栈成熟度: 97", "en": "Maturity: 97", "de": "Reife: 97", "ja": "成熟度: 97", "es": "Madurez: 97", "it": "Maturità: 97", "fr": "Maturité: 97" }, "evidence_kind": "catalog_anchor", "url": "https://qdrant.tech/", "icon": "assets/icons/domain-qdrant-tech.png" }, { "rank": 5, "name": "Weaviate", "reason": { "zh": "混合检索 + 模块化", "en": "Hybrid search with modules", "de": "Hybrid search with modules", "ja": "Hybrid search with modules", "es": "Hybrid search with modules", "it": "Hybrid search with modules", "fr": "Hybrid search with modules" }, "metric": { "zh": "栈成熟度: 96", "en": "Maturity: 96", "de": "Reife: 96", "ja": "成熟度: 96", "es": "Madurez: 96", "it": "Maturità: 96", "fr": "Maturité: 96" }, "evidence_kind": "catalog_anchor", "url": "https://weaviate.io/", "icon": "assets/icons/domain-weaviate-io.jpg" }, { "rank": 6, "name": "pgvector", "reason": { "zh": "Postgres 内向量；已有 PG 栈首选", "en": "Vectors inside Postgres for existing PG stacks", "de": "Vectors inside Postgres for existing PG stacks", "ja": "Vectors inside Postgres for existing PG stacks", "es": "Vectors inside Postgres for existing PG stacks", "it": "Vectors inside Postgres for existing PG stacks", "fr": "Vectors inside Postgres for existing PG stacks" }, "metric": { "zh": "栈成熟度: 95", "en": "Maturity: 95", "de": "Reife: 95", "ja": "成熟度: 95", "es": "Madurez: 95", "it": "Maturità: 95", "fr": "Maturité: 95" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/pgvector/pgvector", "icon": "assets/icons/gh-pgvector.png" }, { "rank": 7, "name": "Chroma", "reason": { "zh": "本地优先向量库/原型", "en": "Local-first vector store for prototypes", "de": "Local-first vector store for prototypes", "ja": "Local-first vector store for prototypes", "es": "Local-first vector store for prototypes", "it": "Local-first vector store for prototypes", "fr": "Local-first vector store for prototypes" }, "metric": { "zh": "栈成熟度: 94", "en": "Maturity: 94", "de": "Reife: 94", "ja": "成熟度: 94", "es": "Madurez: 94", "it": "Maturità: 94", "fr": "Maturité: 94" }, "evidence_kind": "catalog_anchor", "url": "https://www.trychroma.com/", "icon": "assets/icons/domain-www-trychroma-com.png" }, { "rank": 8, "name": "Elasticsearch vector", "reason": { "zh": "搜索+向量混合遗留升级路径", "en": "Search+vector hybrid upgrade path", "de": "Search+vector hybrid upgrade path", "ja": "Search+vector hybrid upgrade path", "es": "Search+vector hybrid upgrade path", "it": "Search+vector hybrid upgrade path", "fr": "Search+vector hybrid upgrade path" }, "metric": { "zh": "栈成熟度: 93", "en": "Maturity: 93", "de": "Reife: 93", "ja": "成熟度: 93", "es": "Madurez: 93", "it": "Maturità: 93", "fr": "Maturité: 93" }, "evidence_kind": "catalog_anchor", "url": "https://www.elastic.co/elasticsearch", "icon": "assets/icons/domain-www-elastic-co.png" }, { "rank": 9, "name": "Voyage / Cohere embeddings", "reason": { "zh": "高质量嵌入 API", "en": "High-quality embedding APIs", "de": "High-quality embedding APIs", "ja": "High-quality embedding APIs", "es": "High-quality embedding APIs", "it": "High-quality embedding APIs", "fr": "High-quality embedding APIs" }, "metric": { "zh": "栈成熟度: 92", "en": "Maturity: 92", "de": "Reife: 92", "ja": "成熟度: 92", "es": "Madurez: 92", "it": "Maturità: 92", "fr": "Maturité: 92" }, "evidence_kind": "catalog_anchor", "url": "https://www.voyageai.com/", "icon": "assets/icons/domain-www-voyageai-com.png" }, { "rank": 10, "name": "Docling / Unstructured", "reason": { "zh": "文档解析到 chunk 的入口", "en": "Document parse-to-chunk entry", "de": "Document parse-to-chunk entry", "ja": "Document parse-to-chunk entry", "es": "Document parse-to-chunk entry", "it": "Document parse-to-chunk entry", "fr": "Document parse-to-chunk entry" }, "metric": { "zh": "栈成熟度: 91", "en": "Maturity: 91", "de": "Reife: 91", "ja": "成熟度: 91", "es": "Madurez: 91", "it": "Maturità: 91", "fr": "Maturité: 91" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/docling-project/docling", "icon": "assets/icons/gh-docling-project.png" }, { "rank": 11, "name": "Firecrawl / web extract", "reason": { "zh": "网页→干净 Markdown 抽取", "en": "Web to clean markdown extraction", "de": "Web to clean markdown extraction", "ja": "Web to clean markdown extraction", "es": "Web to clean markdown extraction", "it": "Web to clean markdown extraction", "fr": "Web to clean markdown extraction" }, "metric": { "zh": "栈成熟度: 90", "en": "Maturity: 90", "de": "Reife: 90", "ja": "成熟度: 90", "es": "Madurez: 90", "it": "Maturità: 90", "fr": "Maturité: 90" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/firecrawl/firecrawl", "icon": "assets/icons/gh-firecrawl.png" }, { "rank": 12, "name": "GraphRAG patterns", "reason": { "zh": "实体图检索模式（微软等方案）", "en": "Entity-graph retrieval patterns", "de": "Entity-graph retrieval patterns", "ja": "Entity-graph retrieval patterns", "es": "Entity-graph retrieval patterns", "it": "Entity-graph retrieval patterns", "fr": "Entity-graph retrieval patterns" }, "metric": { "zh": "栈成熟度: 89", "en": "Maturity: 89", "de": "Reife: 89", "ja": "成熟度: 89", "es": "Madurez: 89", "it": "Maturità: 89", "fr": "Maturité: 89" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/microsoft/graphrag", "icon": "assets/icons/gh-microsoft.png" }, { "rank": 13, "name": "Mem0 / agent memory libs", "reason": { "zh": "跨会话 agent 记忆库", "en": "Cross-session agent memory libraries", "de": "Cross-session agent memory libraries", "ja": "Cross-session agent memory libraries", "es": "Cross-session agent memory libraries", "it": "Cross-session agent memory libraries", "fr": "Cross-session agent memory libraries" }, "metric": { "zh": "栈成熟度: 88", "en": "Maturity: 88", "de": "Reife: 88", "ja": "成熟度: 88", "es": "Madurez: 88", "it": "Maturità: 88", "fr": "Maturité: 88" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/mem0ai/mem0", "icon": "assets/icons/gh-mem0ai.png" }, { "rank": 14, "name": "Azure AI Search", "reason": { "zh": "微软企业混合检索", "en": "Microsoft enterprise hybrid search", "de": "Microsoft enterprise hybrid search", "ja": "Microsoft enterprise hybrid search", "es": "Microsoft enterprise hybrid search", "it": "Microsoft enterprise hybrid search", "fr": "Microsoft enterprise hybrid search" }, "metric": { "zh": "栈成熟度: 87", "en": "Maturity: 87", "de": "Reife: 87", "ja": "成熟度: 87", "es": "Madurez: 87", "it": "Maturità: 87", "fr": "Maturité: 87" }, "evidence_kind": "catalog_anchor", "url": "https://azure.microsoft.com/en-us/products/ai-services/ai-search", "icon": "assets/icons/domain-azure-microsoft-com.png" }, { "rank": 15, "name": "Vertex AI Search", "reason": { "zh": "GCP 企业 RAG", "en": "GCP enterprise RAG", "de": "GCP enterprise RAG", "ja": "GCP enterprise RAG", "es": "GCP enterprise RAG", "it": "GCP enterprise RAG", "fr": "GCP enterprise RAG" }, "metric": { "zh": "栈成熟度: 86", "en": "Maturity: 86", "de": "Reife: 86", "ja": "成熟度: 86", "es": "Madurez: 86", "it": "Maturità: 86", "fr": "Maturité: 86" }, "evidence_kind": "catalog_anchor", "url": "https://cloud.google.com/generative-ai-app-builder", "icon": "assets/icons/domain-cloud-google-com.png" }, { "rank": 16, "name": "NotebookLM class", "reason": { "zh": "源文档锚定笔记本", "en": "Source-grounded notebooks", "de": "Source-grounded notebooks", "ja": "Source-grounded notebooks", "es": "Source-grounded notebooks", "it": "Source-grounded 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"Conversation long-term memory services", "de": "Conversation long-term memory services", "ja": "Conversation long-term memory services", "es": "Conversation long-term memory services", "it": "Conversation long-term memory services", "fr": "Conversation long-term memory services" }, "metric": { "zh": "栈成熟度: 83", "en": "Maturity: 83", "de": "Reife: 83", "ja": "成熟度: 83", "es": "Madurez: 83", "it": "Maturità: 83", "fr": "Maturité: 83" }, "evidence_kind": "catalog_anchor", "url": "https://www.getzep.com/", "icon": "assets/icons/domain-www-getzep-com.png" }, { "rank": 19, "name": "Code graphs (Tree-sitter / codegraph)", "reason": { "zh": "结构代码检索替代纯向量", "en": "Structural code retrieval vs pure vectors", "de": "Structural code retrieval vs pure vectors", "ja": "Structural code retrieval vs pure vectors", "es": "Structural code retrieval vs pure vectors", "it": "Structural code retrieval vs pure vectors", "fr": "Structural code retrieval vs pure vectors" }, "metric": { "zh": "栈成熟度: 82", "en": "Maturity: 82", "de": "Reife: 82", "ja": "成熟度: 82", "es": "Madurez: 82", "it": "Maturità: 82", "fr": "Maturité: 82" }, "evidence_kind": "catalog_anchor", "url": "https://tree-sitter.github.io/tree-sitter/", "icon": "assets/icons/domain-tree-sitter-github-io.png" }, { "rank": 20, "name": "Haystack pipelines", "reason": { "zh": "生产 NLP/RAG 管线", "en": "Production NLP/RAG pipelines", "de": "Production NLP/RAG pipelines", "ja": "Production NLP/RAG pipelines", "es": "Production NLP/RAG pipelines", "it": "Production NLP/RAG pipelines", "fr": "Production NLP/RAG pipelines" }, "metric": { "zh": "栈成熟度: 81", "en": "Maturity: 81", "de": "Reife: 81", "ja": "成熟度: 81", "es": "Madurez: 81", "it": "Maturità: 81", "fr": "Maturité: 81" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/deepset-ai/haystack", "icon": "assets/icons/gh-deepset-ai.png" } ], "sources": [ { "label": "LlamaIndex Docs", "url": "https://docs.llamaindex.ai/", "kind": "docs", "note": { "zh": "数据/索引中心 RAG 框架", "en": 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public REST API", "it": "Vector DB public REST API", "fr": "Vector DB public REST API" } }, { "label": "Weaviate REST API", "url": "https://weaviate.io/developers/weaviate/api/rest", "kind": "public_api", "note": { "zh": "开源向量库 REST API", "en": "Open-source vector DB REST API", "de": "Open-source vector DB REST API", "ja": "Open-source vector DB REST API", "es": "Open-source vector DB REST API", "it": "Open-source vector DB REST API", "fr": "Open-source vector DB REST API" } } ], "cover": { "path": "assets/theme-rag-memory.webp", "file": "theme-rag-memory.webp", "generator": "grok-imagine" } }, { "id": "image-gen", "i18n": { "zh": { "title": "图像生成（现行）", "subtitle": "2026 静态图像生成主路径", "metric_label": "交付可用度" }, "en": { "title": "Image Generation (current)", "subtitle": "Main still-image paths in 2026", "metric_label": "Ship usability" }, "de": { "title": "Bildgenerierung (aktuell)", "subtitle": "Hauptpfade 2026", "metric_label": "Lieferbarkeit" }, "ja": { "title": "画像生成（現行）", "subtitle": "2026の主要パス", "metric_label": "出荷可用性" }, "es": { "title": "Imagen (actual)", "subtitle": "Rutas principales 2026", "metric_label": "Usabilidad" }, "it": { "title": "Immagine (attuale)", "subtitle": "Percorsi principali 2026", "metric_label": "Usabilità" }, "fr": { "title": "Image (actuel)", "subtitle": "Voies principales 2026", "metric_label": "Utilisabilité" } }, "count": 20, "items": [ { "rank": 1, "name": "ChatGPT Images 2.0 / GPT Image 2", "reason": { "zh": "工程交付向高分辨率可控图；文内可读文字更稳", "en": "Delivery-oriented high-res controllable images; stronger readable text", "de": "Delivery-oriented high-res controllable images; stronger readable text", "ja": "Delivery-oriented high-res controllable images; stronger readable text", "es": "Delivery-oriented high-res controllable images; stronger readable text", "it": "Delivery-oriented high-res controllable images; stronger readable text", "fr": "Delivery-oriented high-res controllable images; stronger readable text" }, "metric": { "zh": "交付可用度: 100", "en": "Ship usability: 100", "de": "Lieferbarkeit: 100", "ja": "出荷可用性: 100", "es": "Usabilidad: 100", "it": "Usabilità: 100", "fr": "Utilisabilité: 100" }, "evidence_kind": "catalog_anchor", "url": "https://openai.com/", "icon": "assets/icons/domain-openai-com.png" }, { "rank": 2, "name": "Grok / Imagine", "reason": { "zh": "xAI 图生成；风格参考编辑可用", "en": "xAI image gen; usable style-reference edits", "de": "xAI image gen; usable style-reference edits", "ja": "xAI image gen; usable style-reference edits", "es": "xAI image gen; usable style-reference edits", "it": "xAI image gen; usable style-reference edits", "fr": "xAI image gen; usable style-reference edits" }, "metric": { "zh": "交付可用度: 99", "en": "Ship usability: 99", "de": "Lieferbarkeit: 99", "ja": "出荷可用性: 99", "es": "Usabilidad: 99", "it": "Usabilità: 99", "fr": "Utilisabilité: 99" }, "evidence_kind": "catalog_anchor", "url": "https://x.ai/", "icon": "assets/icons/domain-x-ai.png" }, { "rank": 3, "name": "Flux family", "reason": { "zh": "开源权重写实主线", "en": "Open-weight photoreal main line", "de": "Open-weight photoreal main line", "ja": "Open-weight photoreal main line", "es": "Open-weight photoreal main line", "it": "Open-weight photoreal main line", "fr": "Open-weight photoreal main line" }, "metric": { "zh": "交付可用度: 98", "en": "Ship usability: 98", "de": "Lieferbarkeit: 98", "ja": "出荷可用性: 98", "es": "Usabilidad: 98", "it": "Usabilità: 98", "fr": "Utilisabilité: 98" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/black-forest-labs/flux", "icon": "assets/icons/gh-black-forest-labs.png" }, { "rank": 4, "name": "Midjourney v7 class", "reason": { "zh": "审美向静帧默认", "en": "Aesthetic still default", "de": "Aesthetic still default", "ja": "Aesthetic still default", "es": "Aesthetic still default", "it": "Aesthetic still default", "fr": "Aesthetic still default" }, "metric": { "zh": "交付可用度: 97", "en": "Ship usability: 97", "de": "Lieferbarkeit: 97", "ja": "出荷可用性: 97", "es": "Usabilidad: 97", "it": "Usabilità: 97", "fr": "Utilisabilité: 97" }, "evidence_kind": "catalog_anchor", "url": "https://www.midjourney.com/", "icon": "assets/icons/domain-www-midjourney-com.png" }, { "rank": 5, "name": "Ideogram", "reason": { "zh": "图内文字排版强", "en": "Strong text-in-image layout", "de": "Strong text-in-image layout", "ja": "Strong text-in-image layout", "es": "Strong text-in-image layout", "it": "Strong text-in-image layout", "fr": "Strong text-in-image layout" }, "metric": { "zh": "交付可用度: 96", "en": "Ship usability: 96", "de": "Lieferbarkeit: 96", "ja": "出荷可用性: 96", "es": "Usabilidad: 96", "it": "Usabilità: 96", "fr": "Utilisabilité: 96" }, "evidence_kind": "catalog_anchor", "url": "https://ideogram.ai/", "icon": "assets/icons/domain-ideogram-ai.png" }, { "rank": 6, "name": "Imagen 3/4", "reason": { "zh": "Google 产品图像栈", "en": "Google product image stack", "de": "Google product image stack", "ja": "Google product image stack", "es": "Google product image stack", "it": "Google product image stack", "fr": "Google product image stack" }, "metric": { "zh": "交付可用度: 95", "en": "Ship usability: 95", "de": "Lieferbarkeit: 95", "ja": "出荷可用性: 95", "es": "Usabilidad: 95", "it": "Usabilità: 95", "fr": "Utilisabilité: 95" }, "evidence_kind": "catalog_anchor", "url": "https://deepmind.google/technologies/imagen-3/", "icon": "assets/icons/domain-deepmind-google.png" }, { "rank": 7, "name": "Stable Diffusion 3.x", "reason": { "zh": "开源生态基线", "en": "Open ecosystem baseline", "de": "Open ecosystem baseline", "ja": "Open ecosystem baseline", "es": "Open ecosystem baseline", "it": "Open ecosystem baseline", "fr": "Open ecosystem baseline" }, "metric": { "zh": "交付可用度: 94", "en": "Ship usability: 94", "de": "Lieferbarkeit: 94", "ja": "出荷可用性: 94", "es": "Usabilidad: 94", "it": "Usabilità: 94", "fr": "Utilisabilité: 94" }, "evidence_kind": "catalog_anchor", "url": "https://stability.ai/", "icon": "assets/icons/domain-stability-ai.png" }, { "rank": 8, "name": "Adobe Firefly", "reason": { "zh": "品牌安全/商用授权叙事", "en": "Brand-safe commercial licensing narrative", "de": "Brand-safe commercial licensing narrative", "ja": "Brand-safe commercial licensing narrative", "es": "Brand-safe commercial licensing narrative", "it": "Brand-safe commercial licensing narrative", "fr": "Brand-safe commercial licensing narrative" }, "metric": { "zh": "交付可用度: 93", "en": "Ship usability: 93", "de": "Lieferbarkeit: 93", "ja": "出荷可用性: 93", "es": "Usabilidad: 93", "it": "Usabilità: 93", "fr": "Utilisabilité: 93" }, "evidence_kind": "catalog_anchor", "url": "https://www.adobe.com/products/firefly.html", "icon": "assets/icons/domain-www-adobe-com.png" }, { "rank": 9, "name": "Recraft", "reason": { "zh": "设计系统/矢量风输出", "en": "Design-system / vector-ish outputs", "de": "Design-system / vector-ish outputs", "ja": "Design-system / vector-ish outputs", "es": "Design-system / vector-ish outputs", "it": "Design-system / vector-ish outputs", "fr": "Design-system / vector-ish outputs" }, "metric": { "zh": "交付可用度: 92", "en": "Ship usability: 92", "de": "Lieferbarkeit: 92", "ja": "出荷可用性: 92", "es": "Usabilidad: 92", "it": "Usabilità: 92", "fr": "Utilisabilité: 92" }, "evidence_kind": "catalog_anchor", "url": "https://www.recraft.ai/", "icon": "assets/icons/domain-www-recraft-ai.png" }, { "rank": 10, "name": "Leonardo", "reason": { "zh": "游戏/资产向生成", "en": "Game/asset-oriented generation", "de": "Game/asset-oriented generation", "ja": "Game/asset-oriented generation", "es": "Game/asset-oriented generation", "it": "Game/asset-oriented generation", "fr": "Game/asset-oriented generation" }, "metric": { "zh": "交付可用度: 91", "en": "Ship usability: 91", "de": "Lieferbarkeit: 91", "ja": "出荷可用性: 91", "es": "Usabilidad: 91", "it": "Usabilità: 91", "fr": "Utilisabilité: 91" }, "evidence_kind": "catalog_anchor", "url": "https://leonardo.ai/", "icon": "assets/icons/domain-leonardo-ai.png" }, { "rank": 11, "name": "ControlNet stacks", "reason": { "zh": "姿态/深度/边缘控制", "en": "Pose/depth/edge control", "de": "Pose/depth/edge control", "ja": "Pose/depth/edge control", "es": "Pose/depth/edge control", "it": "Pose/depth/edge control", "fr": "Pose/depth/edge control" }, "metric": { "zh": "交付可用度: 90", "en": "Ship usability: 90", "de": "Lieferbarkeit: 90", "ja": "出荷可用性: 90", "es": "Usabilidad: 90", "it": "Usabilità: 90", "fr": "Utilisabilité: 90" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/lllyasviel/ControlNet", "icon": "assets/icons/gh-lllyasviel.jpg" }, { "rank": 12, "name": "IP-Adapter / identity ref", "reason": { "zh": "角色一致性", "en": "Character identity consistency", "de": "Character identity consistency", "ja": "Character identity consistency", "es": "Character identity consistency", "it": "Character identity consistency", "fr": "Character identity consistency" }, "metric": { "zh": "交付可用度: 89", "en": "Ship usability: 89", "de": "Lieferbarkeit: 89", "ja": "出荷可用性: 89", "es": "Usabilidad: 89", "it": "Usabilità: 89", "fr": "Utilisabilité: 89" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/tencent-ailab/IP-Adapter", "icon": "assets/icons/gh-tencent-ailab.png" }, { "rank": 13, "name": "Kolors / CN diffusion", "reason": { "zh": "中文审美开源路线", "en": "Chinese aesthetic open routes", "de": "Chinese aesthetic open routes", "ja": "Chinese aesthetic open routes", "es": "Chinese aesthetic open routes", "it": "Chinese aesthetic open routes", "fr": "Chinese aesthetic open routes" }, "metric": { "zh": "交付可用度: 88", "en": "Ship usability: 88", "de": "Lieferbarkeit: 88", "ja": "出荷可用性: 88", "es": "Usabilidad: 88", "it": "Usabilità: 88", "fr": "Utilisabilité: 88" }, "evidence_kind": "catalog_anchor", "url": "https://huggingface.co/Kwai-Kolors/Kolors", "icon": "assets/icons/domain-huggingface-co.png" }, { "rank": 14, "name": "Playground class", "reason": { "zh": "设计友好 UI 生成", "en": "Design-friendly UI generation", "de": "Design-friendly UI generation", "ja": "Design-friendly UI generation", "es": "Design-friendly UI generation", "it": "Design-friendly UI generation", "fr": "Design-friendly UI generation" }, "metric": { "zh": "交付可用度: 87", "en": "Ship usability: 87", "de": "Lieferbarkeit: 87", "ja": "出荷可用性: 87", "es": "Usabilidad: 87", "it": "Usabilità: 87", "fr": "Utilisabilité: 87" }, "evidence_kind": "catalog_anchor", "url": "https://playground.com/", "icon": "assets/icons/domain-playground-com.png" }, { "rank": 15, "name": "Civitai community models", "reason": { "zh": "社区微调市场", "en": "Community fine-tune marketplace", "de": "Community fine-tune marketplace", "ja": "Community fine-tune marketplace", "es": "Community fine-tune marketplace", "it": "Community fine-tune marketplace", "fr": "Community fine-tune marketplace" }, "metric": { "zh": "交付可用度: 86", "en": "Ship usability: 86", "de": "Lieferbarkeit: 86", "ja": "出荷可用性: 86", "es": "Usabilidad: 86", "it": "Usabilità: 86", "fr": "Utilisabilité: 86" }, "evidence_kind": "catalog_anchor", "url": "https://civitai.com/", "icon": "assets/icons/domain-civitai-com.png" }, { "rank": 16, "name": "SDXL Lightning / turbo", "reason": { "zh": "快速预览生成", "en": "Fast preview generation", "de": "Fast preview generation", "ja": "Fast preview generation", "es": "Fast preview generation", "it": "Fast preview generation", "fr": "Fast preview generation" }, "metric": { "zh": "交付可用度: 85", "en": "Ship usability: 85", "de": "Lieferbarkeit: 85", "ja": "出荷可用性: 85", "es": "Usabilidad: 85", "it": "Usabilità: 85", "fr": "Utilisabilité: 85" }, "evidence_kind": "catalog_anchor", "url": "https://huggingface.co/ByteDance/SDXL-Lightning", "icon": "assets/icons/domain-huggingface-co.png" }, { "rank": 17, "name": "Topaz / RealESRGAN upscalers", "reason": { "zh": "出图后超分精修", "en": "Post-gen upscale finish", "de": "Post-gen upscale finish", "ja": "Post-gen upscale finish", "es": "Post-gen upscale finish", "it": "Post-gen upscale finish", "fr": "Post-gen upscale finish" }, "metric": { "zh": "交付可用度: 84", "en": "Ship usability: 84", "de": "Lieferbarkeit: 84", "ja": "出荷可用性: 84", "es": "Usabilidad: 84", "it": "Usabilità: 84", "fr": "Utilisabilité: 84" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/xinntao/Real-ESRGAN", "icon": "assets/icons/gh-xinntao.jpg" }, { "rank": 18, "name": "Background removal models", "reason": { "zh": "电商抠图刚需", "en": "E-commerce cutout necessity", "de": "E-commerce cutout necessity", "ja": "E-commerce cutout necessity", "es": "E-commerce cutout necessity", "it": "E-commerce cutout necessity", "fr": "E-commerce cutout necessity" }, "metric": { "zh": "交付可用度: 83", "en": "Ship usability: 83", "de": "Lieferbarkeit: 83", "ja": "出荷可用性: 83", "es": "Usabilidad: 83", "it": "Usabilità: 83", "fr": "Utilisabilité: 83" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/danielgatis/rembg", "icon": "assets/icons/gh-danielgatis.jpg" }, { "rank": 19, "name": "Inpaint/outpaint toolchains", "reason": { "zh": "局部重绘工作流", "en": "Local repaint workflows", "de": "Local repaint workflows", "ja": "Local repaint workflows", "es": "Local repaint workflows", "it": "Local repaint workflows", "fr": "Local repaint workflows" }, "metric": { "zh": "交付可用度: 82", "en": "Ship usability: 82", "de": "Lieferbarkeit: 82", "ja": "出荷可用性: 82", "es": "Usabilidad: 82", "it": "Usabilità: 82", "fr": "Utilisabilité: 82" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/comfyanonymous/ComfyUI", "icon": "assets/icons/gh-comfyanonymous.png" }, { "rank": 20, "name": "DALL·E lineage integrations", "reason": { "zh": "历史集成面仍在大量产品中", "en": "Legacy integrations still inside many products", "de": "Legacy integrations still inside many products", "ja": "Legacy integrations still inside many products", "es": "Legacy integrations still inside many products", "it": "Legacy integrations still inside many products", "fr": "Legacy integrations still inside many products" }, "metric": { "zh": "交付可用度: 81", "en": "Ship usability: 81", "de": "Lieferbarkeit: 81", "ja": "出荷可用性: 81", "es": "Usabilidad: 81", "it": "Usabilità: 81", "fr": "Utilisabilité: 81" }, "evidence_kind": "catalog_anchor", "url": "https://openai.com/", "icon": "assets/icons/domain-openai-com.png" } ], "sources": [ { "label": "OpenAI Images API", "url": "https://github.com/openai/openai-python", "kind": "docs", "note": { "zh": "OpenAI 官方 Python SDK（含 images 调用；营销/docs 页常 bot-403）", "en": "Official OpenAI Python SDK (images API; marketing/docs often bot-403)", "de": "Official OpenAI Python SDK (images API; marketing/docs often bot-403)", "ja": "Official OpenAI Python SDK (images API; marketing/docs often bot-403)", "es": "Official OpenAI Python SDK (images API; marketing/docs often bot-403)", "it": "Official OpenAI Python SDK (images API; marketing/docs often bot-403)", "fr": "Official OpenAI Python SDK (images API; marketing/docs often bot-403)" } }, { "label": "Stability AI Platform API", "url": "https://platform.stability.ai/docs/api-reference", "kind": "public_api", "note": { "zh": "Stable Diffusion 系公开 API", "en": "Stable Diffusion family public API", "de": "Stable Diffusion family public API", "ja": "Stable Diffusion family public API", "es": "Stable Diffusion family public API", "it": "Stable Diffusion family public API", "fr": "Stable Diffusion family public API" } }, { "label": "Black Forest Labs / FLUX", "url": "https://blackforestlabs.ai/", "kind": "trusted_site", "note": { "zh": "FLUX 官方产品页", "en": "FLUX official product site", "de": "FLUX official product site", "ja": "FLUX official product site", "es": "FLUX official product site", "it": "FLUX official product site", "fr": "FLUX official product site" } }, { "label": "Replicate · text-to-image", "url": "https://replicate.com/collections/text-to-image", "kind": "public_api", "note": { "zh": "可机读图像模型目录与 API（Midjourney 主站常 bot-403，改用可点 API 面）", "en": "Machine-readable image models + API (Midjourney main site often bot-403)", "de": "Machine-readable image models + API (Midjourney main site often bot-403)", "ja": "Machine-readable image models + API (Midjourney main site often bot-403)", "es": "Machine-readable image models + API (Midjourney main site often bot-403)", "it": "Machine-readable image models + API (Midjourney main site often bot-403)", "fr": "Machine-readable image models + API (Midjourney main site often bot-403)" } } ], "cover": { "path": "assets/theme-image-gen.webp", "file": "theme-image-gen.webp", "generator": "grok-imagine" } }, { "id": "video-gen", "i18n": { "zh": { "title": "视频生成与运动", "subtitle": "文/图生视频与口播 avatar", "metric_label": "可用路径" }, "en": { "title": "Video & Motion", "subtitle": "T2V/I2V and talking-head paths", "metric_label": "Usable path" }, "de": { "title": "Video & Motion", "subtitle": "T2V/I2V und Talking-Head", "metric_label": "Nutzbarer Pfad" }, "ja": { "title": "動画とモーション", "subtitle": "T2V/I2Vとトーキングヘッド", "metric_label": "利用パス" }, "es": { "title": "Vídeo y motion", "subtitle": "T2V/I2V y talking-head", "metric_label": "Ruta usable" }, "it": { "title": "Video e motion", "subtitle": "T2V/I2V e talking-head", "metric_label": "Percorso usabile" }, "fr": { "title": "Vidéo et motion", "subtitle": "T2V/I2V et talking-head", "metric_label": "Voie utilisable" } }, "count": 20, "items": [ { "rank": 1, "name": "Google Veo 3.x", "reason": { "zh": "Google 电影级文/图生视频主线；多模态栈一体", "en": "Google cinematic T2V/I2V main line; unified multimodal stack", "de": "Google cinematic T2V/I2V main line; unified multimodal stack", "ja": "Google cinematic T2V/I2V main line; unified multimodal stack", "es": "Google cinematic T2V/I2V main line; unified multimodal stack", "it": "Google cinematic T2V/I2V main line; unified multimodal stack", "fr": "Google cinematic T2V/I2V main line; unified multimodal stack" }, "metric": { "zh": "可用路径: 100", "en": "Usable path: 100", "de": "Nutzbarer Pfad: 100", "ja": "利用パス: 100", "es": "Ruta usable: 100", "it": "Percorso usabile: 100", "fr": "Voie utilisable: 100" }, "evidence_kind": "catalog_anchor", "url": "https://deepmind.google/models/veo/", "icon": "assets/icons/domain-deepmind-google.png" }, { "rank": 2, "name": "Sora class", "reason": { "zh": "高端叙事文生视频品类（产品入口仍在迁移）", "en": "High-end narrative T2V category (product entry still shifting)", "de": "High-end narrative T2V category (product entry still shifting)", "ja": "High-end narrative T2V category (product entry still shifting)", "es": "High-end narrative T2V category (product entry still shifting)", "it": "High-end narrative T2V category (product entry still shifting)", "fr": "High-end narrative T2V category (product entry still shifting)" }, "metric": { "zh": "可用路径: 99", "en": "Usable path: 99", "de": "Nutzbarer Pfad: 99", "ja": "利用パス: 99", "es": "Ruta usable: 99", "it": "Percorso usabile: 99", "fr": "Voie utilisable: 99" }, "evidence_kind": "catalog_anchor", "url": "https://openai.com/sora", "icon": "assets/icons/domain-openai-com.png" }, { "rank": 3, "name": "Kling", "reason": { "zh": "中文圈常用视频生成", "en": "Common CN-market video generation", "de": "Common CN-market video generation", "ja": "Common CN-market video generation", "es": "Common CN-market video generation", "it": "Common CN-market video generation", "fr": "Common CN-market video generation" }, "metric": { "zh": "可用路径: 98", "en": "Usable path: 98", "de": "Nutzbarer Pfad: 98", "ja": "利用パス: 98", "es": "Ruta usable: 98", "it": "Percorso usabile: 98", "fr": "Voie utilisable: 98" }, "evidence_kind": "catalog_anchor", "url": "https://klingai.com/", "icon": "assets/icons/domain-klingai-com.png" }, { "rank": 4, "name": "Runway Gen-3/4", "reason": { "zh": "创作者视频工具栈", "en": "Creator video tool stack", "de": "Creator video tool stack", "ja": "Creator video tool stack", "es": "Creator video tool stack", "it": "Creator video tool stack", "fr": "Creator video tool stack" }, "metric": { "zh": "可用路径: 97", "en": "Usable path: 97", "de": "Nutzbarer Pfad: 97", "ja": "利用パス: 97", "es": "Ruta usable: 97", "it": "Percorso usabile: 97", "fr": "Voie utilisable: 97" }, "evidence_kind": "catalog_anchor", "url": "https://runwayml.com/", "icon": "assets/icons/domain-runwayml-com.png" }, { "rank": 5, "name": "Luma Dream Machine", "reason": { "zh": "易用电影感 T2V", "en": "Accessible cinematic T2V", "de": "Accessible cinematic T2V", "ja": "Accessible cinematic T2V", "es": "Accessible cinematic T2V", "it": "Accessible cinematic T2V", "fr": "Accessible cinematic T2V" }, "metric": { "zh": "可用路径: 96", "en": "Usable path: 96", "de": "Nutzbarer Pfad: 96", "ja": "利用パス: 96", "es": "Ruta usable: 96", "it": "Percorso usabile: 96", "fr": "Voie utilisable: 96" }, "evidence_kind": "catalog_anchor", "url": "https://lumalabs.ai/", "icon": "assets/icons/domain-lumalabs-ai.png" }, { "rank": 6, "name": "Pika", "reason": { "zh": "社交短视频向", "en": "Social short-form oriented", "de": "Social short-form oriented", "ja": "Social short-form oriented", "es": "Social short-form oriented", "it": "Social short-form oriented", "fr": "Social short-form oriented" }, "metric": { "zh": "可用路径: 95", "en": "Usable path: 95", "de": "Nutzbarer Pfad: 95", "ja": "利用パス: 95", "es": "Ruta usable: 95", "it": "Percorso usabile: 95", "fr": "Voie utilisable: 95" }, "evidence_kind": "catalog_anchor", "url": "https://pika.art/", "icon": "assets/icons/domain-pika-art.png" }, { "rank": 7, "name": "Hailuo / MiniMax video", "reason": { "zh": "国产产品视频模型", "en": "CN product video models", "de": "CN product video models", "ja": "CN product video models", "es": "CN product video models", "it": "CN product video models", "fr": "CN product video models" }, "metric": { "zh": "可用路径: 94", "en": "Usable path: 94", "de": "Nutzbarer Pfad: 94", "ja": "利用パス: 94", "es": "Ruta usable: 94", "it": "Percorso usabile: 94", "fr": "Voie utilisable: 94" }, "evidence_kind": "catalog_anchor", "url": "https://hailuoai.com/", "icon": "assets/icons/domain-hailuoai-com.png" }, { "rank": 8, "name": "Seedance / ByteDance video", "reason": { "zh": "字节系运动/视频管线", "en": "ByteDance motion/video pipelines", "de": "ByteDance motion/video pipelines", "ja": "ByteDance motion/video pipelines", "es": "ByteDance motion/video pipelines", "it": "ByteDance motion/video pipelines", "fr": "ByteDance motion/video pipelines" }, "metric": { "zh": "可用路径: 93", "en": "Usable path: 93", "de": "Nutzbarer Pfad: 93", "ja": "利用パス: 93", "es": "Ruta usable: 93", "it": "Percorso usabile: 93", "fr": "Voie utilisable: 93" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/topics/ai-video", "icon": "assets/icons/domain-seed-bytedance-com.png" }, { "rank": 9, "name": "Vidu class", "reason": { "zh": "多主体视频", "en": "Multi-subject video", "de": "Multi-subject video", "ja": "Multi-subject video", "es": "Multi-subject video", "it": "Multi-subject video", "fr": "Multi-subject video" }, "metric": { "zh": "可用路径: 92", "en": "Usable path: 92", "de": "Nutzbarer Pfad: 92", "ja": "利用パス: 92", "es": "Ruta usable: 92", "it": "Percorso usabile: 92", "fr": "Voie utilisable: 92" }, "evidence_kind": "catalog_anchor", "url": "https://www.vidu.com/", "icon": "assets/icons/domain-www-vidu-com.png" }, { "rank": 10, "name": "HeyGen", "reason": { "zh": "数字人口播视频", "en": "Avatar presenter videos", "de": "Avatar presenter videos", "ja": "Avatar presenter videos", "es": "Avatar presenter videos", "it": "Avatar presenter videos", "fr": "Avatar presenter videos" }, "metric": { "zh": "可用路径: 91", "en": "Usable path: 91", "de": "Nutzbarer Pfad: 91", "ja": "利用パス: 91", "es": "Ruta usable: 91", "it": "Percorso usabile: 91", "fr": "Voie utilisable: 91" }, "evidence_kind": "catalog_anchor", "url": "https://www.heygen.com/", "icon": "assets/icons/domain-www-heygen-com.png" }, { "rank": 11, "name": "Synthesia", "reason": { "zh": "企业培训数字人", "en": "Enterprise training avatars", "de": "Enterprise training avatars", "ja": "Enterprise training avatars", "es": "Enterprise training avatars", "it": "Enterprise training avatars", "fr": "Enterprise training avatars" }, "metric": { "zh": "可用路径: 90", "en": "Usable path: 90", "de": "Nutzbarer Pfad: 90", "ja": "利用パス: 90", "es": "Ruta usable: 90", "it": "Percorso usabile: 90", "fr": "Voie utilisable: 90" }, "evidence_kind": "catalog_anchor", "url": "https://www.synthesia.io/", "icon": "assets/icons/domain-www-synthesia-io.png" }, { "rank": 12, "name": "ElevenLabs + lipsync stacks", "reason": { "zh": "声音驱动口型", "en": "Voice-driven lipsync stacks", "de": "Voice-driven lipsync stacks", "ja": "Voice-driven lipsync stacks", "es": "Voice-driven lipsync stacks", "it": "Voice-driven lipsync stacks", "fr": "Voice-driven lipsync stacks" }, "metric": { "zh": "可用路径: 89", "en": "Usable path: 89", "de": "Nutzbarer Pfad: 89", "ja": "利用パス: 89", "es": "Ruta usable: 89", "it": "Percorso usabile: 89", "fr": "Voie utilisable: 89" }, "evidence_kind": "catalog_anchor", "url": "https://elevenlabs.io/", "icon": "assets/icons/domain-elevenlabs-io.png" }, { "rank": 13, "name": "Hedra / talking-head", "reason": { "zh": "肖像说话视频", "en": "Portrait talking-head video", "de": "Portrait talking-head video", "ja": "Portrait talking-head video", "es": "Portrait talking-head video", "it": "Portrait talking-head video", "fr": "Portrait talking-head video" }, "metric": { "zh": "可用路径: 88", "en": "Usable path: 88", "de": "Nutzbarer Pfad: 88", "ja": "利用パス: 88", "es": "Ruta usable: 88", "it": "Percorso usabile: 88", "fr": "Voie utilisable: 88" }, "evidence_kind": "catalog_anchor", "url": "https://www.hedra.com/", "icon": "assets/icons/domain-www-hedra-com.png" }, { "rank": 14, "name": "CapCut AI suite", "reason": { "zh": "大众剪辑+生成", "en": "Mass-market edit + gen", "de": "Mass-market edit + gen", "ja": "Mass-market edit + gen", "es": "Mass-market edit + gen", "it": "Mass-market edit + gen", "fr": "Mass-market edit + gen" }, "metric": { "zh": "可用路径: 87", "en": "Usable path: 87", "de": "Nutzbarer Pfad: 87", "ja": "利用パス: 87", "es": "Ruta usable: 87", "it": "Percorso usabile: 87", "fr": "Voie utilisable: 87" }, "evidence_kind": "catalog_anchor", "url": "https://www.capcut.com/", "icon": "assets/icons/domain-www-capcut-com.png" }, { "rank": 15, "name": "Descript", "reason": { "zh": "按文稿剪视频", "en": "Transcript-first video edit", "de": "Transcript-first video edit", "ja": "Transcript-first video edit", "es": "Transcript-first video edit", "it": "Transcript-first video edit", "fr": "Transcript-first video edit" }, "metric": { "zh": "可用路径: 86", "en": "Usable path: 86", "de": "Nutzbarer Pfad: 86", "ja": "利用パス: 86", "es": "Ruta usable: 86", "it": "Percorso usabile: 86", "fr": "Voie utilisable: 86" }, "evidence_kind": "catalog_anchor", "url": "https://www.descript.com/", "icon": "assets/icons/domain-descript-com.png" }, { "rank": 16, "name": "Remotion + AI assets", "reason": { "zh": "代码驱动视频", "en": "Code-driven video", "de": "Code-driven video", "ja": "Code-driven video", "es": "Code-driven video", "it": "Code-driven video", "fr": "Code-driven video" }, "metric": { "zh": "可用路径: 85", "en": "Usable path: 85", "de": "Nutzbarer Pfad: 85", "ja": "利用パス: 85", "es": "Ruta usable: 85", "it": "Percorso usabile: 85", "fr": "Voie utilisable: 85" }, "evidence_kind": "catalog_anchor", "url": "https://www.remotion.dev/", "icon": "assets/icons/domain-www-remotion-dev.png" }, { "rank": 17, "name": "HyperFrames / card video", "reason": { "zh": "卡片短视频模板", "en": "Card short-video templates", "de": "Card short-video templates", "ja": "Card short-video templates", "es": "Card short-video templates", "it": "Card short-video templates", "fr": "Card short-video templates" }, "metric": { "zh": "可用路径: 84", "en": "Usable path: 84", "de": "Nutzbarer Pfad: 84", "ja": "利用パス: 84", "es": "Ruta usable: 84", "it": "Percorso usabile: 84", "fr": "Voie utilisable: 84" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/topics/remotion", "icon": "assets/icons/domain-github-com.png" }, { "rank": 18, "name": "Adobe Firefly Video", "reason": { "zh": "Adobe 品牌安全运动", "en": "Adobe brand-safe motion", "de": "Adobe brand-safe motion", "ja": "Adobe brand-safe motion", "es": "Adobe brand-safe motion", "it": "Adobe brand-safe motion", "fr": "Adobe brand-safe motion" }, "metric": { "zh": "可用路径: 83", "en": "Usable path: 83", "de": "Nutzbarer Pfad: 83", "ja": "利用パス: 83", "es": "Ruta usable: 83", "it": "Percorso usabile: 83", "fr": "Voie utilisable: 83" }, "evidence_kind": "catalog_anchor", "url": "https://www.adobe.com/products/firefly.html", "icon": "assets/icons/domain-www-adobe-com.png" }, { "rank": 19, "name": "Viggle / character motion", "reason": { "zh": "角色动作迁移", "en": "Character motion transfer", "de": "Character motion transfer", "ja": "Character motion transfer", "es": "Character motion transfer", "it": "Character motion transfer", "fr": "Character motion transfer" }, "metric": { "zh": "可用路径: 82", "en": "Usable path: 82", "de": "Nutzbarer Pfad: 82", "ja": "利用パス: 82", "es": "Ruta usable: 82", "it": "Percorso usabile: 82", "fr": "Voie utilisable: 82" }, "evidence_kind": "catalog_anchor", "url": "https://viggle.ai/", "icon": "assets/icons/domain-viggle-ai.jpg" }, { "rank": 20, "name": "Open-Sora / CogVideo class", "reason": { "zh": "开源视频研究路线", "en": "Open video research routes", "de": "Open video research routes", "ja": "Open video research routes", "es": "Open video research routes", "it": "Open video research routes", "fr": "Open video research routes" }, "metric": { "zh": "可用路径: 81", "en": "Usable path: 81", "de": "Nutzbarer Pfad: 81", "ja": "利用パス: 81", "es": "Ruta usable: 81", "it": "Percorso usabile: 81", "fr": "Voie utilisable: 81" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/hpcaitech/Open-Sora", "icon": "assets/icons/gh-hpcaitech.jpg" } ], "sources": [ { "label": "Runway API", "url": "https://docs.dev.runwayml.com/", "kind": "public_api", "note": { "zh": "Runway 开发者 API 文档", "en": "Runway developer API docs", "de": "Runway developer API docs", "ja": "Runway developer API docs", "es": "Runway developer API docs", "it": "Runway developer API docs", "fr": "Runway developer API docs" } }, { "label": "Luma Dream Machine API", "url": "https://docs.lumalabs.ai/docs/api", "kind": "public_api", "note": { "zh": "Luma 视频生成 API", "en": "Luma video generation API", "de": "Luma video generation API", "ja": "Luma video generation API", "es": "Luma video generation API", "it": "Luma video generation API", "fr": "Luma video generation API" } }, { "label": "Kling AI", "url": "https://klingai.com/", "kind": "trusted_site", "note": { "zh": "可灵产品入口（对照公开产品面）", "en": "Kling product entry (public product surface)", "de": "Kling product entry (public product surface)", "ja": "Kling product entry (public product surface)", "es": "Kling product entry (public product surface)", "it": "Kling product entry (public product surface)", "fr": "Kling product entry (public product surface)" } }, { "label": "OpenAI GitHub org", "url": "https://github.com/openai", "kind": "trusted_site", "note": { "zh": "OpenAI 公开组织仓库（Sora/营销页常 bot-403）", "en": "OpenAI public org repos (Sora/marketing pages often bot-403)", "de": "OpenAI public org repos (Sora/marketing pages often bot-403)", "ja": "OpenAI public org repos (Sora/marketing pages often bot-403)", "es": "OpenAI public org repos (Sora/marketing pages often bot-403)", "it": "OpenAI public org repos (Sora/marketing pages often bot-403)", "fr": "OpenAI public org repos (Sora/marketing pages often bot-403)" } } ], "cover": { "path": "assets/theme-video-gen.webp", "file": "theme-video-gen.webp", "generator": "grok-imagine" } }, { "id": "voice-audio", "i18n": { "zh": { "title": "语音与音频", "subtitle": "TTS / STT / 音乐 / 语音 agent", "metric_label": "生产采用" }, "en": { "title": "Voice & Audio", "subtitle": "TTS / STT / music / voice agents", "metric_label": "Prod adoption" }, "de": { "title": "Stimme & Audio", "subtitle": "TTS / STT / Musik / Voice-Agenten", "metric_label": "Prod-Adoption" }, "ja": { "title": "音声とオーディオ", "subtitle": "TTS/STT/音楽/ボイスエージェント", "metric_label": "本番採用" }, "es": { "title": "Voz y audio", "subtitle": "TTS / STT / música / agentes de voz", "metric_label": "Adopción prod" }, "it": { "title": "Voce e audio", "subtitle": "TTS / STT / musica / agent vocali", "metric_label": "Adozione prod" }, "fr": { "title": "Voix et audio", "subtitle": "TTS / STT / musique / agents vocaux", "metric_label": "Adoption prod" } }, "count": 20, "items": [ { "rank": 1, "name": "ElevenLabs", "reason": { "zh": "高质量 TTS/克隆事实默认", "en": "High-quality TTS/clone default", "de": "High-quality TTS/clone default", "ja": "High-quality TTS/clone default", "es": "High-quality TTS/clone default", "it": "High-quality TTS/clone default", "fr": "High-quality TTS/clone default" }, "metric": { "zh": "生产采用: 100", "en": "Prod adoption: 100", "de": "Prod-Adoption: 100", "ja": "本番採用: 100", "es": "Adopción prod: 100", "it": "Adozione prod: 100", "fr": "Adoption prod: 100" }, "evidence_kind": "catalog_anchor", "url": "https://elevenlabs.io/", "icon": "assets/icons/domain-elevenlabs-io.png" }, { "rank": 2, "name": "OpenAI Realtime / TTS", "reason": { "zh": "低延迟语音 agent 路径", "en": "Low-latency voice-agent path", "de": "Low-latency voice-agent path", "ja": "Low-latency voice-agent path", "es": "Low-latency voice-agent path", "it": "Low-latency voice-agent path", "fr": "Low-latency voice-agent path" }, "metric": { "zh": "生产采用: 99", "en": "Prod adoption: 99", "de": "Prod-Adoption: 99", "ja": "本番採用: 99", "es": "Adopción prod: 99", "it": "Adozione prod: 99", "fr": "Adoption prod: 99" }, "evidence_kind": "catalog_anchor", "url": "https://platform.openai.com/docs/guides/realtime", "icon": "assets/icons/domain-platform-openai-com.png" }, { "rank": 3, "name": "Whisper family", "reason": { "zh": "开源 STT 基线", "en": "Open STT baseline", "de": "Open STT baseline", "ja": "Open STT baseline", "es": "Open STT baseline", "it": "Open STT baseline", "fr": "Open STT baseline" }, "metric": { "zh": "生产采用: 98", "en": "Prod adoption: 98", "de": "Prod-Adoption: 98", "ja": "本番採用: 98", "es": "Adopción prod: 98", "it": "Adozione prod: 98", "fr": "Adoption prod: 98" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/openai/whisper", "icon": "assets/icons/gh-openai.png" }, { "rank": 4, "name": "Deepgram", "reason": { "zh": "生产 STT API", "en": "Production STT APIs", "de": "Production STT APIs", "ja": "Production STT APIs", "es": "Production STT APIs", "it": "Production STT APIs", "fr": "Production STT APIs" }, "metric": { "zh": "生产采用: 97", "en": "Prod adoption: 97", "de": "Prod-Adoption: 97", "ja": "本番採用: 97", "es": "Adopción prod: 97", "it": "Adozione prod: 97", "fr": "Adoption prod: 97" }, "evidence_kind": "catalog_anchor", "url": "https://deepgram.com/", "icon": "assets/icons/domain-deepgram-com.jpg" }, { "rank": 5, "name": "AssemblyAI", "reason": { "zh": "STT + 语音理解", "en": "STT plus speech understanding", "de": "STT plus speech understanding", "ja": "STT plus speech understanding", "es": "STT plus speech understanding", "it": "STT plus speech understanding", "fr": "STT plus speech understanding" }, "metric": { "zh": "生产采用: 96", "en": "Prod adoption: 96", "de": "Prod-Adoption: 96", "ja": "本番採用: 96", "es": "Adopción prod: 96", "it": "Adozione prod: 96", "fr": "Adoption prod: 96" }, "evidence_kind": "catalog_anchor", "url": "https://www.assemblyai.com/", "icon": "assets/icons/domain-www-assemblyai-com.png" }, { "rank": 6, "name": "Cartesia", "reason": { "zh": "实时语音生成", "en": "Realtime voice generation", "de": "Realtime voice generation", "ja": "Realtime voice generation", "es": "Realtime voice generation", "it": "Realtime voice generation", "fr": "Realtime voice generation" }, "metric": { "zh": "生产采用: 95", "en": "Prod adoption: 95", "de": "Prod-Adoption: 95", "ja": "本番採用: 95", "es": "Adopción prod: 95", "it": "Adozione prod: 95", "fr": "Adoption prod: 95" }, "evidence_kind": "catalog_anchor", "url": "https://cartesia.ai/", "icon": "assets/icons/domain-cartesia-ai.png" }, { "rank": 7, "name": "Azure Speech", "reason": { "zh": "企业 STT/TTS", "en": "Enterprise STT/TTS", "de": "Enterprise STT/TTS", "ja": "Enterprise STT/TTS", "es": "Enterprise STT/TTS", "it": "Enterprise STT/TTS", "fr": "Enterprise STT/TTS" }, "metric": { "zh": "生产采用: 94", "en": "Prod adoption: 94", "de": "Prod-Adoption: 94", "ja": "本番採用: 94", "es": "Adopción prod: 94", "it": "Adozione prod: 94", "fr": "Adoption prod: 94" }, "evidence_kind": "catalog_anchor", "url": "https://azure.microsoft.com/en-us/products/ai-services/ai-speech", "icon": "assets/icons/domain-azure-microsoft-com.png" }, { "rank": 8, "name": "Google Cloud Speech", "reason": { "zh": "GCP 语音栈", "en": "GCP speech stack", "de": "GCP speech stack", "ja": "GCP speech stack", "es": "GCP speech stack", "it": "GCP speech stack", "fr": "GCP speech stack" }, "metric": { "zh": "生产采用: 93", "en": "Prod adoption: 93", "de": "Prod-Adoption: 93", "ja": "本番採用: 93", "es": "Adopción prod: 93", "it": "Adozione prod: 93", "fr": "Adoption prod: 93" }, "evidence_kind": "catalog_anchor", "url": "https://cloud.google.com/speech-to-text", "icon": "assets/icons/domain-cloud-google-com.png" }, { "rank": 9, "name": "Amazon Polly / Transcribe", "reason": { "zh": "AWS 默认语音", "en": "AWS default speech", "de": "AWS default speech", "ja": "AWS default speech", "es": "AWS default speech", "it": "AWS default speech", "fr": "AWS default speech" }, "metric": { "zh": "生产采用: 92", "en": "Prod adoption: 92", "de": "Prod-Adoption: 92", "ja": "本番採用: 92", "es": "Adopción prod: 92", "it": "Adozione prod: 92", "fr": "Adoption prod: 92" }, "evidence_kind": "catalog_anchor", "url": "https://aws.amazon.com/polly/", "icon": "assets/icons/domain-aws-amazon-com.png" }, { "rank": 10, "name": "Suno", "reason": { "zh": "大众音乐生成", "en": "Mass-market music generation", "de": "Mass-market music generation", "ja": "Mass-market music generation", "es": "Mass-market music generation", "it": "Mass-market music generation", "fr": "Mass-market music generation" }, "metric": { "zh": "生产采用: 91", "en": "Prod adoption: 91", "de": "Prod-Adoption: 91", "ja": "本番採用: 91", "es": "Adopción prod: 91", "it": "Adozione prod: 91", "fr": "Adoption prod: 91" }, "evidence_kind": "catalog_anchor", "url": "https://suno.com/", "icon": "assets/icons/domain-suno-com.png" }, { "rank": 11, "name": "Udio", "reason": { "zh": "音乐生成竞争者", "en": "Music generation competitor", "de": "Music generation competitor", "ja": "Music generation competitor", "es": "Music generation competitor", "it": "Music generation competitor", "fr": "Music generation competitor" }, "metric": { "zh": "生产采用: 90", "en": "Prod adoption: 90", "de": "Prod-Adoption: 90", "ja": "本番採用: 90", "es": "Adopción prod: 90", "it": "Adozione prod: 90", "fr": "Adoption prod: 90" }, "evidence_kind": "catalog_anchor", "url": "https://www.udio.com/", "icon": "assets/icons/domain-www-udio-com.png" }, { "rank": 12, "name": "Play.ht / PlayAI", "reason": { "zh": "语音产品栈", "en": "Voice product stack", "de": "Voice product stack", "ja": "Voice product stack", "es": "Voice product stack", "it": "Voice product stack", "fr": "Voice product stack" }, "metric": { "zh": "生产采用: 89", "en": "Prod adoption: 89", "de": "Prod-Adoption: 89", "ja": "本番採用: 89", "es": "Adopción prod: 89", "it": "Adozione prod: 89", "fr": "Adoption prod: 89" }, "evidence_kind": "catalog_anchor", "url": "https://play.ht/", "icon": "assets/icons/domain-play-ht.png" }, { "rank": 13, "name": "Resemble AI", "reason": { "zh": "企业声纹克隆", "en": "Enterprise voice clone", "de": "Enterprise voice clone", "ja": "Enterprise voice clone", "es": "Enterprise voice clone", "it": "Enterprise voice clone", "fr": "Enterprise voice clone" }, "metric": { "zh": "生产采用: 88", "en": "Prod adoption: 88", "de": "Prod-Adoption: 88", "ja": "本番採用: 88", "es": "Adopción prod: 88", "it": "Adozione prod: 88", "fr": "Adoption prod: 88" }, "evidence_kind": "catalog_anchor", "url": "https://www.resemble.ai/", "icon": "assets/icons/domain-www-resemble-ai.png" }, { "rank": 14, "name": "Descript Studio Sound", "reason": { "zh": "播客降噪", "en": "Podcast denoise", "de": "Podcast denoise", "ja": "Podcast denoise", "es": "Podcast denoise", "it": "Podcast denoise", "fr": "Podcast denoise" }, "metric": { "zh": "生产采用: 87", "en": "Prod adoption: 87", "de": "Prod-Adoption: 87", "ja": "本番採用: 87", "es": "Adopción prod: 87", "it": "Adozione prod: 87", "fr": "Adoption prod: 87" }, "evidence_kind": "catalog_anchor", "url": "https://www.descript.com/", "icon": "assets/icons/domain-www-descript-com.png" }, { "rank": 15, "name": "FunASR / SenseVoice", "reason": { "zh": "中文开源 STT", "en": "Chinese open STT", "de": "Chinese open STT", "ja": "Chinese open STT", "es": "Chinese open STT", "it": "Chinese open STT", "fr": "Chinese open STT" }, "metric": { "zh": "生产采用: 86", "en": "Prod adoption: 86", "de": "Prod-Adoption: 86", "ja": "本番採用: 86", "es": "Adopción prod: 86", "it": "Adozione prod: 86", "fr": "Adoption prod: 86" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/modelscope/FunASR", "icon": "assets/icons/gh-modelscope.png" }, { "rank": 16, "name": "Fish Audio / CN TTS", "reason": { "zh": "中文自然 TTS", "en": "Chinese 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"Realtime speech recognition API", "it": "Realtime speech recognition API", "fr": "Realtime speech recognition API" } }, { "label": "Cartesia", "url": "https://cartesia.ai/", "kind": "trusted_site", "note": { "zh": "低延迟 TTS 产品入口", "en": "Low-latency TTS product entry", "de": "Low-latency TTS product entry", "ja": "Low-latency TTS product entry", "es": "Low-latency TTS product entry", "it": "Low-latency TTS product entry", "fr": "Low-latency TTS product entry" } } ], "cover": { "path": "assets/theme-voice-audio.webp", "file": "theme-voice-audio.webp", "generator": "grok-imagine" } }, { "id": "eval-observability", "i18n": { "zh": { "title": "评测、可观测与护栏", "subtitle": "量、追、拦——agent 上线三件套", "metric_label": "运维就绪" }, "en": { "title": "Eval, Observability & Guardrails", "subtitle": "Measure, trace, constrain", "metric_label": "Ops readiness" }, "de": { "title": "Eval, Observability & Guardrails", "subtitle": "Messen, tracen, begrenzen", "metric_label": "Ops-Bereitschaft" }, "ja": { "title": "評価・可観測・ガードレール", "subtitle": "計測・追跡・制約", "metric_label": "運用準備" }, "es": { "title": "Eval, observabilidad y guardrails", "subtitle": "Medir, trazar, limitar", "metric_label": "Listo ops" }, "it": { "title": "Eval, osservabilità e guardrail", "subtitle": "Misurare, tracciare, limitare", "metric_label": "Ops ready" }, "fr": { "title": "Eval, observabilité et garde-fous", "subtitle": "Mesurer, tracer, contraindre", "metric_label": "Prêt ops" } }, "count": 20, "items": [ { "rank": 1, "name": "LangSmith", "reason": { "zh": "LangChain 系追踪与评测", "en": "LangChain-family tracing and evals", "de": "LangChain-family tracing and evals", "ja": "LangChain-family tracing and evals", "es": "LangChain-family tracing and evals", "it": "LangChain-family tracing and evals", "fr": "LangChain-family tracing and evals" }, "metric": { "zh": "运维就绪: 100", "en": "Ops readiness: 100", "de": "Ops-Bereitschaft: 100", "ja": "運用準備: 100", "es": "Listo ops: 100", "it": "Ops ready: 100", "fr": "Prêt ops: 100" }, 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"reason": { "zh": "RAG 质量指标", "en": "RAG quality metrics", "de": "RAG quality metrics", "ja": "RAG quality metrics", "es": "RAG quality metrics", "it": "RAG quality metrics", "fr": "RAG quality metrics" }, "metric": { "zh": "运维就绪: 94", "en": "Ops readiness: 94", "de": "Ops-Bereitschaft: 94", "ja": "運用準備: 94", "es": "Listo ops: 94", "it": "Ops ready: 94", "fr": "Prêt ops: 94" }, "evidence_kind": "catalog_anchor", "url": "https://docs.ragas.io/", "icon": "assets/icons/domain-docs-ragas-io.ico" }, { "rank": 8, "name": "Helicone", "reason": { "zh": "网关层可观测", "en": "Gateway-layer observability", "de": "Gateway-layer observability", "ja": "Gateway-layer observability", "es": "Gateway-layer observability", "it": "Gateway-layer observability", "fr": "Gateway-layer observability" }, "metric": { "zh": "运维就绪: 93", "en": "Ops readiness: 93", "de": "Ops-Bereitschaft: 93", "ja": "運用準備: 93", "es": "Listo ops: 93", "it": "Ops ready: 93", "fr": "Prêt ops: 93" }, "evidence_kind": "catalog_anchor", "url": "https://www.helicone.ai/", "icon": "assets/icons/domain-www-helicone-ai.png" }, { "rank": 9, "name": "Weights & Biases Weave", "reason": { "zh": "实验+LLM traces", "en": "Experiment + LLM traces", "de": "Experiment + LLM traces", "ja": "Experiment + LLM traces", "es": "Experiment + LLM traces", "it": "Experiment + LLM traces", "fr": "Experiment + LLM traces" }, "metric": { "zh": "运维就绪: 92", "en": "Ops readiness: 92", "de": "Ops-Bereitschaft: 92", "ja": "運用準備: 92", "es": "Listo ops: 92", "it": "Ops ready: 92", "fr": "Prêt ops: 92" }, "evidence_kind": "catalog_anchor", "url": "https://wandb.ai/site/weave", "icon": "assets/icons/domain-wandb-ai.png" }, { "rank": 10, "name": "OpenTelemetry GenAI", "reason": { "zh": "标准化链路追踪", "en": "Standardized tracing", "de": "Standardized tracing", "ja": "Standardized tracing", "es": "Standardized tracing", "it": "Standardized tracing", "fr": "Standardized tracing" }, "metric": { "zh": "运维就绪: 91", "en": "Ops readiness: 91", "de": "Ops-Bereitschaft: 91", "ja": "運用準備: 91", "es": "Listo ops: 91", "it": "Ops ready: 91", "fr": "Prêt ops: 91" }, "evidence_kind": "catalog_anchor", "url": "https://opentelemetry.io/docs/specs/semconv/gen-ai/", "icon": "assets/icons/domain-opentelemetry-io.png" }, { "rank": 11, "name": "Guardrails AI", "reason": { "zh": "输出校验器", "en": "Output validators", "de": "Output validators", "ja": "Output validators", "es": "Output validators", "it": "Output validators", "fr": "Output validators" }, "metric": { "zh": "运维就绪: 90", "en": "Ops readiness: 90", "de": "Ops-Bereitschaft: 90", "ja": "運用準備: 90", "es": "Listo ops: 90", "it": "Ops ready: 90", "fr": "Prêt ops: 90" }, "evidence_kind": "catalog_anchor", "url": "https://www.guardrailsai.com/", "icon": "assets/icons/domain-www-guardrailsai-com.png" }, { "rank": 12, "name": "NeMo Guardrails", "reason": { "zh": "对话策略护栏", "en": "Dialog policy rails", "de": "Dialog policy rails", "ja": "Dialog policy rails", "es": "Dialog policy rails", "it": "Dialog 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"assets/icons/domain-docs-litellm-ai.ico" }, { "rank": 16, "name": "Portkey", "reason": { "zh": "网关与回退路由", "en": "Gateway and fallback routing", "de": "Gateway and fallback routing", "ja": "Gateway and fallback routing", "es": "Gateway and fallback routing", "it": "Gateway and fallback routing", "fr": "Gateway and fallback routing" }, "metric": { "zh": "运维就绪: 85", "en": "Ops readiness: 85", "de": "Ops-Bereitschaft: 85", "ja": "運用準備: 85", "es": "Listo ops: 85", "it": "Ops ready: 85", "fr": "Prêt ops: 85" }, "evidence_kind": "catalog_anchor", "url": "https://portkey.ai/", "icon": "assets/icons/domain-portkey-ai.png" }, { "rank": 17, "name": "Humanloop", "reason": { "zh": "提示词管理", "en": "Prompt management", "de": "Prompt management", "ja": "Prompt management", "es": "Prompt management", "it": "Prompt management", "fr": "Prompt management" }, "metric": { "zh": "运维就绪: 84", "en": "Ops readiness: 84", "de": "Ops-Bereitschaft: 84", "ja": "運用準備: 84", "es": "Listo ops: 84", "it": "Ops ready: 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"Trazione budget: 96", "fr": "Attractivité budget: 96" }, "evidence_kind": "catalog_anchor", "url": "https://v0.dev/", "icon": "assets/icons/domain-v0-dev.png" }, { "rank": 6, "name": "Support copilots with tools", "reason": { "zh": "客服 ROI 清晰可计费", "en": "Support ROI clear and billable", "de": "Support ROI clear and billable", "ja": "Support ROI clear and billable", "es": "Support ROI clear and billable", "it": "Support ROI clear and billable", "fr": "Support ROI clear and billable" }, "metric": { "zh": "预算吸引力: 95", "en": "Budget pull: 95", "de": "Budget-Zug: 95", "ja": "予算引力: 95", "es": "Tirón presupuesto: 95", "it": "Trazione budget: 95", "fr": "Attractivité budget: 95" }, "evidence_kind": "catalog_anchor", "url": "https://www.intercom.com/", "icon": "assets/icons/domain-www-intercom-com.png" }, { "rank": 7, "name": "Meeting → action systems", "reason": { "zh": "日历原生 agent", "en": "Calendar-native agents", "de": "Calendar-native agents", "ja": "Calendar-native agents", "es": 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"assets/icons/domain-www-perplexity-ai.png" }, { "rank": 9, "name": "Internal knowledge chat", "reason": { "zh": "企业 RAG 默认交付", "en": "Default enterprise RAG delivery", "de": "Default enterprise RAG delivery", "ja": "Default enterprise RAG delivery", "es": "Default enterprise RAG delivery", "it": "Default enterprise RAG delivery", "fr": "Default enterprise RAG delivery" }, "metric": { "zh": "预算吸引力: 92", "en": "Budget pull: 92", "de": "Budget-Zug: 92", "ja": "予算引力: 92", "es": "Tirón presupuesto: 92", "it": "Trazione budget: 92", "fr": "Attractivité budget: 92" }, "evidence_kind": "catalog_anchor", "url": "https://www.notion.com/product/ai", "icon": "assets/icons/domain-www-notion-com.png" }, { "rank": 10, "name": "Multimodal design suites", "reason": { "zh": "设计到上线管线", "en": "Design-to-ship pipelines", "de": "Design-to-ship pipelines", "ja": "Design-to-ship pipelines", "es": "Design-to-ship pipelines", "it": "Design-to-ship pipelines", "fr": "Design-to-ship pipelines" }, "metric": { "zh": "预算吸引力: 91", "en": "Budget pull: 91", "de": "Budget-Zug: 91", "ja": "予算引力: 91", "es": "Tirón presupuesto: 91", "it": "Trazione budget: 91", "fr": "Attractivité budget: 91" }, "evidence_kind": "catalog_anchor", "url": "https://www.canva.com/", "icon": "assets/icons/domain-www-canva-com.jpg" }, { "rank": 11, "name": "Voice-first mobile agents", "reason": { "zh": "免手操移动场景", "en": "Hands-free mobile scenarios", "de": "Hands-free mobile scenarios", "ja": "Hands-free mobile scenarios", "es": "Hands-free mobile scenarios", "it": "Hands-free mobile scenarios", "fr": "Hands-free mobile scenarios" }, "metric": { "zh": "预算吸引力: 90", "en": "Budget pull: 90", "de": "Budget-Zug: 90", "ja": "予算引力: 90", "es": "Tirón presupuesto: 90", "it": "Trazione budget: 90", "fr": "Attractivité budget: 90" }, "evidence_kind": "catalog_anchor", "url": "https://openai.com/", "icon": "assets/icons/domain-openai-com.png" }, { "rank": 12, "name": "Computer-use automation", "reason": { "zh": "遗留 GUI 的 RPA 升级", "en": "Legacy GUI RPA upgrade", "de": "Legacy GUI RPA upgrade", "ja": "Legacy GUI RPA upgrade", "es": "Legacy GUI RPA upgrade", "it": "Legacy GUI RPA upgrade", "fr": "Legacy GUI RPA upgrade" }, "metric": { "zh": "预算吸引力: 89", "en": "Budget pull: 89", "de": "Budget-Zug: 89", "ja": "予算引力: 89", "es": "Tirón presupuesto: 89", "it": "Trazione budget: 89", "fr": "Attractivité budget: 89" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/browser-use/browser-use", "icon": "assets/icons/gh-browser-use.png" }, { "rank": 13, "name": "Eval-as-product dashboards", "reason": { "zh": "买家信任层", "en": "Buyer trust layer", "de": "Buyer trust layer", "ja": "Buyer trust layer", "es": "Buyer trust layer", "it": "Buyer trust layer", "fr": "Buyer trust layer" }, "metric": { "zh": "预算吸引力: 88", "en": "Budget pull: 88", "de": "Budget-Zug: 88", "ja": "予算引力: 88", "es": "Tirón presupuesto: 88", "it": "Trazione budget: 88", "fr": "Attractivité budget: 88" }, "evidence_kind": "catalog_anchor", "url": "https://www.langchain.com/langsmith", "icon": "assets/icons/domain-www-langchain-com.png" }, { "rank": 14, "name": "Open-weight private clouds", "reason": { "zh": "数据主权采购", "en": "Data-sovereignty procurement", "de": "Data-sovereignty procurement", "ja": "Data-sovereignty procurement", "es": "Data-sovereignty procurement", "it": "Data-sovereignty procurement", "fr": "Data-sovereignty procurement" }, "metric": { "zh": "预算吸引力: 87", "en": "Budget pull: 87", "de": "Budget-Zug: 87", "ja": "予算引力: 87", "es": "Tirón presupuesto: 87", "it": "Trazione budget: 87", "fr": "Attractivité budget: 87" }, "evidence_kind": "catalog_anchor", "url": "https://ollama.com/", "icon": "assets/icons/domain-ollama-com.png" }, { "rank": 15, "name": "AI education / cohort tools", "reason": { "zh": "创作者与培训变现", "en": "Creator/training monetization", "de": "Creator/training monetization", "ja": "Creator/training monetization", "es": "Creator/training monetization", "it": "Creator/training monetization", "fr": "Creator/training monetization" }, "metric": { "zh": "预算吸引力: 86", "en": "Budget pull: 86", "de": "Budget-Zug: 86", "ja": "予算引力: 86", "es": "Tirón presupuesto: 86", "it": "Trazione budget: 86", "fr": "Attractivité budget: 86" }, "evidence_kind": "catalog_anchor", "url": "https://www.deeplearning.ai/", "icon": "assets/icons/domain-www-deeplearning-ai.png" }, { "rank": 16, "name": "Synthetic data platforms", "reason": { "zh": "训练飞轮基础设施", "en": "Training-flywheel infrastructure", "de": "Training-flywheel infrastructure", "ja": "Training-flywheel infrastructure", "es": "Training-flywheel infrastructure", "it": "Training-flywheel infrastructure", "fr": "Training-flywheel infrastructure" }, "metric": { "zh": "预算吸引力: 85", "en": "Budget pull: 85", "de": "Budget-Zug: 85", "ja": "予算引力: 85", "es": "Tirón presupuesto: 85", "it": "Trazione budget: 85", "fr": "Attractivité budget: 85" }, "evidence_kind": "catalog_anchor", "url": "https://gretel.ai/", "icon": "assets/icons/domain-gretel-ai.png" }, { "rank": 17, "name": "Compliance-aware AI (audit trails)", "reason": { "zh": "强监管行业入场券", "en": "Regulated-industry entry ticket", "de": "Regulated-industry entry ticket", "ja": "Regulated-industry entry ticket", "es": "Regulated-industry entry ticket", "it": "Regulated-industry entry ticket", "fr": "Regulated-industry entry ticket" }, "metric": { "zh": "预算吸引力: 84", "en": "Budget pull: 84", "de": "Budget-Zug: 84", "ja": "予算引力: 84", "es": "Tirón presupuesto: 84", "it": "Trazione budget: 84", "fr": "Attractivité budget: 84" }, "evidence_kind": "catalog_anchor", "url": "https://www.anthropic.com/research", "icon": "assets/icons/domain-www-anthropic-com.png" }, { "rank": 18, "name": "Hardware + AI gadgets", "reason": { "zh": "端侧形态产品", "en": "Edge-form-factor products", "de": "Edge-form-factor products", "ja": "Edge-form-factor products", "es": "Edge-form-factor products", "it": "Edge-form-factor products", "fr": "Edge-form-factor products" }, "metric": { "zh": "预算吸引力: 83", "en": "Budget pull: 83", "de": "Budget-Zug: 83", "ja": "予算引力: 83", "es": "Tirón presupuesto: 83", "it": "Trazione budget: 83", "fr": "Attractivité budget: 83" }, "evidence_kind": "catalog_anchor", "url": "https://www.apple.com/apple-intelligence/", "icon": "assets/icons/domain-www-apple-com.png" }, { "rank": 19, "name": "Skills / MCP tool marketplaces", "reason": { "zh": "生态锁定与分发", "en": "Ecosystem lock-in and distribution", "de": "Ecosystem lock-in and distribution", "ja": "Ecosystem lock-in and distribution", "es": "Ecosystem lock-in and distribution", "it": "Ecosystem lock-in and distribution", "fr": "Ecosystem lock-in and distribution" }, "metric": { "zh": "预算吸引力: 82", "en": "Budget pull: 82", "de": "Budget-Zug: 82", "ja": "予算引力: 82", "es": "Tirón presupuesto: 82", "it": "Trazione budget: 82", "fr": "Attractivité budget: 82" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/modelcontextprotocol/servers", "icon": "assets/icons/gh-modelcontextprotocol.png" }, { "rank": 20, "name": "Outcome-priced AI services", "reason": { "zh": "按结果计价而非座位", "en": "Outcome pricing beyond seats", "de": "Outcome pricing beyond seats", "ja": "Outcome pricing beyond seats", "es": "Outcome pricing beyond seats", "it": "Outcome pricing beyond seats", "fr": "Outcome pricing beyond seats" }, "metric": { "zh": "预算吸引力: 81", "en": "Budget pull: 81", "de": "Budget-Zug: 81", "ja": "予算引力: 81", "es": "Tirón presupuesto: 81", "it": "Trazione budget: 81", "fr": "Attractivité budget: 81" }, "evidence_kind": "catalog_anchor", "url": "https://openai.com/api/pricing/", "icon": "assets/icons/domain-openai-com.png" } ], "sources": [ { "label": "State of AI Report", "url": "https://www.stateof.ai/", "kind": "report", "note": { "zh": "年度产业综述（对照趋势）", "en": "Annual industry survey (trend cross-check)", "de": "Annual industry survey (trend cross-check)", "ja": "Annual industry survey (trend cross-check)", "es": "Annual industry survey (trend cross-check)", "it": "Annual industry survey (trend cross-check)", "fr": "Annual industry survey (trend cross-check)" } }, { "label": "a16z Generative AI", "url": "https://a16z.com/ai/", "kind": "report", "note": { "zh": "a16z AI 公开主题页（旧 /generative-ai 已 404）", "en": "a16z AI topic hub (old /generative-ai 404)", "de": "a16z AI topic hub (old /generative-ai 404)", "ja": "a16z AI topic hub (old /generative-ai 404)", "es": "a16z AI topic hub (old /generative-ai 404)", "it": "a16z AI topic hub (old /generative-ai 404)", "fr": "a16z AI topic hub (old /generative-ai 404)" } }, { "label": "Product Hunt AI", "url": "https://www.producthunt.com/topics/artificial-intelligence", "kind": "trusted_site", "note": { "zh": "新品面公开上架信号", "en": "Public launch signals for new products", "de": "Public launch signals for new products", "ja": "Public launch signals for new products", "es": "Public launch signals for new products", "it": "Public launch signals for new products", "fr": "Public launch signals for new products" } }, { "label": "GitHub Trending", "url": "https://github.com/trending", "kind": "trusted_site", "note": { "zh": "开源热度公开列表（非本站排序）", "en": "Public open-source heat list (not this map's ranks)", "de": "Public open-source heat list (not this map's ranks)", "ja": "Public open-source heat list (not this map's ranks)", "es": "Public open-source heat list (not this map's ranks)", "it": "Public open-source heat list (not this map's ranks)", "fr": "Public open-source heat list (not this map's ranks)" } } ], "cover": { "path": "assets/theme-ai-product-trends.webp", "file": "theme-ai-product-trends.webp", "generator": "grok-imagine" } }, { "id": "ai-leaders", "i18n": { "zh": { "title": "AI 领袖人物图（2026）", "subtitle": "定义议程的人，不是网红粉丝榜", "metric_label": "议程影响力" }, "en": { "title": "AI Leaders Map (2026)", "subtitle": "People who set the agenda — not follower vanity ranks", "metric_label": "Agenda weight" }, "de": { "title": "AI-Leader-Karte (2026)", "subtitle": "Agenda-Setzer, keine Follower-Rangliste", "metric_label": "Agenda-Gewicht" }, "ja": { "title": "AIリーダー地図（2026）", "subtitle": "フォロワー数ではなく議題を定義する人", "metric_label": "議題影響力" }, "es": { "title": "Mapa de líderes AI (2026)", "subtitle": "Quien fija la agenda, no vanity de followers", "metric_label": "Peso de agenda" }, "it": { "title": "Mappa leader AI (2026)", "subtitle": "Chi fissa l'agenda, non vanity follower", "metric_label": "Peso agenda" }, "fr": { "title": "Carte des leaders IA (2026)", "subtitle": "Ceux qui fixent l'agenda, pas le vanity followers", "metric_label": "Poids d'agenda" } }, "count": 20, "items": [ { "rank": 1, "name": "Demis Hassabis (Google DeepMind)", "reason": { "zh": "科学+产品双叙事；Alpha 系遗产与 Gemini 控制面", "en": "Science+product dual narrative; Alpha lineage + Gemini control plane", "de": "Science+product dual narrative; Alpha lineage + Gemini control plane", "ja": "Science+product dual narrative; Alpha lineage + Gemini control plane", "es": "Science+product dual narrative; Alpha lineage + Gemini control plane", "it": "Science+product dual narrative; Alpha lineage + Gemini control plane", "fr": "Science+product dual narrative; Alpha lineage + Gemini control plane" }, "metric": { "zh": "议程影响力: 100", "en": "Agenda weight: 100", "de": "Agenda-Gewicht: 100", "ja": "議題影響力: 100", "es": "Peso de agenda: 100", "it": "Peso agenda: 100", "fr": "Poids d'agenda: 100" }, "evidence_kind": "catalog_anchor", "x_handle": "@demishassabis", "x_url": "https://x.com/demishassabis", "url": "https://deepmind.google/", "icon": "assets/icons/x-demishassabis.jpg" }, { "rank": 2, "name": "Dario Amodei (Anthropic)", "reason": { "zh": "安全/可解释性路线的商业化旗手；Claude 系列", "en": "Safety/interpretability commercial flagship; Claude line", "de": "Safety/interpretability commercial flagship; Claude line", "ja": "Safety/interpretability commercial flagship; Claude line", "es": "Safety/interpretability commercial flagship; Claude line", "it": "Safety/interpretability commercial flagship; Claude line", "fr": "Safety/interpretability commercial flagship; Claude line" }, "metric": { "zh": "议程影响力: 99", "en": "Agenda weight: 99", "de": "Agenda-Gewicht: 99", "ja": "議題影響力: 99", "es": "Peso de agenda: 99", "it": "Peso agenda: 99", "fr": "Poids d'agenda: 99" }, "evidence_kind": "catalog_anchor", "x_handle": "@DarioAmodei", "x_url": "https://x.com/DarioAmodei", "url": "https://www.anthropic.com/", "icon": "assets/icons/x-darioamodei.jpg" }, { "rank": 3, "name": "Sam Altman (OpenAI)", "reason": { "zh": "平台分发与资本叙事中心；ChatGPT 默认入口", "en": "Platform distribution + capital narrative center; ChatGPT default", "de": "Platform distribution + capital narrative center; ChatGPT default", "ja": "Platform distribution + capital narrative center; ChatGPT default", "es": "Platform distribution + capital narrative center; ChatGPT default", "it": "Platform distribution + capital narrative center; ChatGPT default", "fr": "Platform distribution + capital narrative center; ChatGPT default" }, "metric": { "zh": "议程影响力: 98", "en": "Agenda weight: 98", "de": "Agenda-Gewicht: 98", "ja": "議題影響力: 98", "es": "Peso de agenda: 98", "it": "Peso agenda: 98", "fr": "Poids d'agenda: 98" }, "evidence_kind": "catalog_anchor", "x_handle": "@sama", "x_url": "https://x.com/sama", "url": "https://github.com/openai", "icon": "assets/icons/x-sama.jpg" }, { "rank": 4, "name": "Yann LeCun (Meta FAIR / AMI Labs)", "reason": { "zh": "开源与世界模型公开论战的学术-产业桥", "en": "Open-source + world-model public debate bridge academia↔industry", "de": "Open-source + world-model public debate bridge academia↔industry", "ja": "Open-source + world-model public debate bridge academia↔industry", "es": "Open-source + world-model public debate bridge academia↔industry", "it": "Open-source + world-model public debate bridge academia↔industry", "fr": "Open-source + world-model public debate bridge academia↔industry" }, "metric": { "zh": "议程影响力: 97", "en": "Agenda weight: 97", "de": "Agenda-Gewicht: 97", "ja": "議題影響力: 97", "es": "Peso de agenda: 97", "it": "Peso agenda: 97", "fr": "Poids d'agenda: 97" }, "evidence_kind": "catalog_anchor", "x_handle": "@ylecun", "x_url": "https://x.com/ylecun", "url": "https://github.com/facebookresearch", "icon": "assets/icons/x-ylecun.jpg" }, { "rank": 5, "name": "Jensen Huang (NVIDIA)", "reason": { "zh": "算力供应链事实上的「税率」制定者", "en": "De-facto tax rate of the compute supply chain", "de": "De-facto tax rate of the compute supply chain", "ja": "De-facto tax rate of the compute supply chain", "es": "De-facto tax rate of the compute supply chain", "it": "De-facto tax rate of the compute supply chain", "fr": "De-facto tax rate of the compute supply chain" }, "metric": { "zh": "议程影响力: 96", "en": "Agenda weight: 96", "de": "Agenda-Gewicht: 96", "ja": "議題影響力: 96", "es": "Peso de agenda: 96", "it": "Peso agenda: 96", "fr": "Poids d'agenda: 96" }, "evidence_kind": "catalog_anchor", "x_handle": "@nvidia", "x_url": "https://x.com/nvidia", "url": "https://www.nvidia.com/en-us/ai/", "icon": "assets/icons/x-nvidia.jpg" }, { "rank": 6, "name": "Ilya Sutskever (SSI)", "reason": { "zh": "缩放+对齐遗产与下一代安全超级智能叙事", "en": "Scaling+alignment legacy and next-gen SSI narrative", "de": "Scaling+alignment legacy and next-gen SSI narrative", "ja": "Scaling+alignment legacy and next-gen SSI narrative", "es": "Scaling+alignment legacy and next-gen SSI narrative", "it": "Scaling+alignment legacy and next-gen SSI narrative", "fr": "Scaling+alignment legacy and next-gen SSI narrative" }, "metric": { "zh": "议程影响力: 95", "en": "Agenda weight: 95", "de": "Agenda-Gewicht: 95", "ja": "議題影響力: 95", "es": "Peso de agenda: 95", "it": "Peso agenda: 95", "fr": "Poids d'agenda: 95" }, "evidence_kind": "catalog_anchor", "x_handle": "@ilyasut", "x_url": "https://x.com/ilyasut", "url": "https://ssi.inc/", "icon": "assets/icons/x-ilyasut.jpg" }, { "rank": 7, "name": "Mustafa Suleyman (Microsoft AI)", "reason": { "zh": "消费+企业双栈整合；Copilot 落地负责人向", "en": "Consumer+enterprise dual stack; Copilot execution authority", "de": "Consumer+enterprise dual stack; Copilot execution authority", "ja": "Consumer+enterprise dual stack; Copilot execution authority", "es": "Consumer+enterprise dual stack; Copilot execution authority", "it": "Consumer+enterprise dual stack; Copilot execution authority", "fr": "Consumer+enterprise dual stack; Copilot execution authority" }, "metric": { "zh": "议程影响力: 94", "en": "Agenda weight: 94", "de": "Agenda-Gewicht: 94", "ja": "議題影響力: 94", "es": "Peso de agenda: 94", "it": "Peso agenda: 94", "fr": "Poids d'agenda: 94" }, "evidence_kind": "catalog_anchor", "x_handle": "@mustafasuleyman", "x_url": "https://x.com/mustafasuleyman", "url": "https://www.microsoft.com/en-us/ai", "icon": "assets/icons/x-mustafasuleyman.jpg" }, { "rank": 8, "name": "Fei-Fei Li", "reason": { "zh": "人机中心 AI 与视觉基础研究公共话语权", "en": "Human-centered AI + vision foundations public voice", "de": "Human-centered AI + vision foundations public voice", "ja": "Human-centered AI + vision foundations public voice", "es": "Human-centered AI + vision foundations public voice", "it": "Human-centered AI + vision foundations public voice", "fr": "Human-centered AI + vision foundations public voice" }, "metric": { "zh": "议程影响力: 93", "en": "Agenda weight: 93", "de": "Agenda-Gewicht: 93", "ja": "議題影響力: 93", "es": "Peso de agenda: 93", "it": "Peso agenda: 93", "fr": "Poids d'agenda: 93" }, "evidence_kind": "catalog_anchor", "x_handle": "@drfeifei", "x_url": "https://x.com/drfeifei", "url": "https://x.com/drfeifei", "icon": "assets/icons/x-drfeifei.jpg" }, { "rank": 9, "name": "Geoffrey Hinton", "reason": { "zh": "深度学习教父层公共风险话语；政策侧权重高", "en": "Godfather-layer public risk voice; high policy weight", "de": "Godfather-layer public risk voice; high policy weight", "ja": "Godfather-layer public risk voice; high policy weight", "es": "Godfather-layer public risk voice; high policy weight", "it": "Godfather-layer public risk voice; high policy weight", "fr": "Godfather-layer public risk voice; high policy weight" }, "metric": { "zh": "议程影响力: 92", "en": "Agenda weight: 92", "de": "Agenda-Gewicht: 92", "ja": "議題影響力: 92", "es": "Peso de agenda: 92", "it": "Peso agenda: 92", "fr": "Poids d'agenda: 92" }, "evidence_kind": "catalog_anchor", "x_handle": "@geoffreyhinton", "x_url": "https://x.com/geoffreyhinton", "url": "https://x.com/geoffreyhinton", "icon": "assets/icons/x-geoffreyhinton.jpg" }, { "rank": 10, "name": "Yoshua Bengio", "reason": { "zh": "安全与治理学术侧持续议程设置", "en": "Safety/governance academic agenda-setting", "de": "Safety/governance academic agenda-setting", "ja": "Safety/governance academic agenda-setting", "es": "Safety/governance academic agenda-setting", "it": "Safety/governance academic agenda-setting", "fr": "Safety/governance academic agenda-setting" }, "metric": { "zh": "议程影响力: 91", "en": "Agenda weight: 91", "de": "Agenda-Gewicht: 91", "ja": "議題影響力: 91", "es": "Peso de agenda: 91", "it": "Peso agenda: 91", "fr": "Poids d'agenda: 91" }, "evidence_kind": "catalog_anchor", "x_handle": "@yoshuabengio", "x_url": "https://x.com/yoshuabengio", "url": "https://x.com/yoshuabengio", "icon": "assets/icons/x-yoshuabengio.png" }, { "rank": 11, "name": "Andrej Karpathy", "reason": { "zh": "工程教育与产品直觉的大众放大器", "en": "Engineering education + product intuition mass amplifier", "de": "Engineering education + product intuition mass amplifier", "ja": "Engineering education + product intuition mass amplifier", "es": "Engineering education + product intuition mass amplifier", "it": "Engineering education + product intuition mass amplifier", "fr": "Engineering education + product intuition mass amplifier" }, "metric": { "zh": "议程影响力: 90", "en": "Agenda weight: 90", "de": "Agenda-Gewicht: 90", "ja": "議題影響力: 90", "es": "Peso de agenda: 90", "it": "Peso agenda: 90", "fr": "Poids d'agenda: 90" }, "evidence_kind": "catalog_anchor", "x_handle": "@karpathy", "x_url": "https://x.com/karpathy", "url": "https://x.com/karpathy", "icon": "assets/icons/x-karpathy.jpg" }, { "rank": 12, "name": "Satya Nadella (Microsoft)", "reason": { "zh": "把 frontier 模型装进企业分发机器的 CEO", "en": "CEO who ships frontier models into enterprise distribution", "de": "CEO who ships frontier models into enterprise distribution", "ja": "CEO who ships frontier models into enterprise distribution", "es": "CEO who ships frontier models into enterprise distribution", "it": "CEO who ships frontier models into enterprise distribution", "fr": "CEO who ships frontier models into enterprise distribution" }, "metric": { "zh": "议程影响力: 89", "en": "Agenda weight: 89", "de": "Agenda-Gewicht: 89", "ja": "議題影響力: 89", "es": "Peso de agenda: 89", "it": "Peso agenda: 89", "fr": "Poids d'agenda: 89" }, "evidence_kind": "catalog_anchor", "x_handle": "@satyanadella", "x_url": "https://x.com/satyanadella", "url": "https://www.microsoft.com/", "icon": "assets/icons/x-satyanadella.jpg" }, { "rank": 13, "name": "Mark Zuckerberg (Meta)", "reason": { "zh": "开源权重+社交分发的「免费层」战略", "en": "Open-weight + social distribution free-tier strategy", "de": "Open-weight + social distribution free-tier strategy", "ja": "Open-weight + social distribution free-tier strategy", "es": "Open-weight + social distribution free-tier strategy", "it": "Open-weight + social distribution free-tier strategy", "fr": "Open-weight + social distribution free-tier strategy" }, "metric": { "zh": "议程影响力: 88", "en": "Agenda weight: 88", "de": "Agenda-Gewicht: 88", "ja": "議題影響力: 88", "es": "Peso de agenda: 88", "it": "Peso agenda: 88", "fr": "Poids d'agenda: 88" }, "evidence_kind": "catalog_anchor", "x_handle": "@Meta", "x_url": "https://x.com/Meta", "url": "https://github.com/meta-llama", "icon": "assets/icons/x-meta.png" }, { "rank": 14, "name": "Elon Musk (xAI)", "reason": { "zh": "实时 X 数据+Grok 产品线的另类叙事中心", "en": "Realtime X data + Grok product alternate narrative center", "de": "Realtime X data + Grok product alternate narrative center", "ja": "Realtime X data + Grok product alternate narrative center", "es": "Realtime X data + Grok product alternate narrative center", "it": "Realtime X data + Grok product alternate narrative center", "fr": "Realtime X data + Grok product alternate narrative center" }, "metric": { "zh": "议程影响力: 87", "en": "Agenda weight: 87", "de": "Agenda-Gewicht: 87", "ja": "議題影響力: 87", "es": "Peso de agenda: 87", "it": "Peso agenda: 87", "fr": "Poids d'agenda: 87" }, "evidence_kind": "catalog_anchor", "x_handle": "@elonmusk", "x_url": "https://x.com/elonmusk", "url": "https://x.ai/", "icon": "assets/icons/x-elonmusk.jpg" }, { "rank": 15, "name": "Noam Shazeer", "reason": { "zh": "Transformer 共作者→消费 agent 产品化路径", "en": "Transformer co-author → consumer-agent product path", "de": "Transformer co-author → consumer-agent product path", "ja": "Transformer co-author → consumer-agent product path", "es": "Transformer co-author → consumer-agent product path", "it": "Transformer co-author → consumer-agent product path", "fr": "Transformer co-author → consumer-agent product path" }, "metric": { "zh": "议程影响力: 86", "en": "Agenda weight: 86", "de": "Agenda-Gewicht: 86", "ja": "議題影響力: 86", "es": "Peso de agenda: 86", "it": "Peso agenda: 86", "fr": "Poids d'agenda: 86" }, "evidence_kind": "catalog_anchor", "x_handle": "@NoamShazeer", "x_url": "https://x.com/NoamShazeer", "url": "https://x.com/NoamShazeer", "icon": "assets/icons/x-noamshazeer.jpg" }, { "rank": 16, "name": "Jared Kaplan (Anthropic)", "reason": { "zh": "缩放律到对齐产品化的研究领导层", "en": "Scaling-laws→alignment productization research leadership", "de": "Scaling-laws→alignment productization research leadership", "ja": "Scaling-laws→alignment productization research leadership", "es": "Scaling-laws→alignment productization research leadership", "it": "Scaling-laws→alignment productization research leadership", "fr": "Scaling-laws→alignment productization research leadership" }, "metric": { "zh": "议程影响力: 85", "en": "Agenda weight: 85", "de": "Agenda-Gewicht: 85", "ja": "議題影響力: 85", "es": "Peso de agenda: 85", "it": "Peso agenda: 85", "fr": "Poids d'agenda: 85" }, "evidence_kind": "catalog_anchor", "x_handle": "@AnthropicAI", "x_url": "https://x.com/AnthropicAI", "url": "https://www.anthropic.com/research", "icon": "assets/icons/x-anthropicai.jpg" }, { "rank": 17, "name": "Jim Fan (NVIDIA)", "reason": { "zh": "具身/游戏 agent 研究的公开旗手", "en": "Public flagship for embodied/game agents research", "de": "Public flagship for embodied/game agents research", "ja": "Public flagship for embodied/game agents research", "es": "Public flagship for embodied/game agents research", "it": "Public flagship for embodied/game agents research", "fr": "Public flagship for embodied/game agents research" }, "metric": { "zh": "议程影响力: 84", "en": "Agenda weight: 84", "de": "Agenda-Gewicht: 84", "ja": "議題影響力: 84", "es": "Peso de agenda: 84", "it": "Peso agenda: 84", "fr": "Poids d'agenda: 84" }, "evidence_kind": "catalog_anchor", "x_handle": "@DrJimFan", "x_url": "https://x.com/DrJimFan", "url": "https://x.com/DrJimFan", "icon": "assets/icons/x-drjimfan.jpg" }, { "rank": 18, "name": "Percy Liang (Stanford CRFM)", "reason": { "zh": "HELM 等「可测才可信」评测基础设施", "en": "HELM-class measurable-trust eval infrastructure", "de": "HELM-class measurable-trust eval infrastructure", "ja": "HELM-class measurable-trust eval infrastructure", "es": "HELM-class measurable-trust eval infrastructure", "it": "HELM-class measurable-trust eval infrastructure", "fr": "HELM-class measurable-trust eval infrastructure" }, "metric": { "zh": "议程影响力: 83", "en": "Agenda weight: 83", "de": "Agenda-Gewicht: 83", "ja": "議題影響力: 83", "es": "Peso de agenda: 83", "it": "Peso agenda: 83", "fr": "Poids d'agenda: 83" }, "evidence_kind": "catalog_anchor", "x_handle": "@percyliang", "x_url": "https://x.com/percyliang", "url": "https://crfm.stanford.edu/", "icon": "assets/icons/x-percyliang.jpg" }, { "rank": 19, "name": "Andrew Ng", "reason": { "zh": "教育+应用落地的全球分发层", "en": "Education + applied-AI global distribution layer", "de": "Education + applied-AI global distribution layer", "ja": "Education + applied-AI global distribution layer", "es": "Education + applied-AI global distribution layer", "it": "Education + applied-AI global distribution layer", "fr": "Education + applied-AI global distribution layer" }, "metric": { "zh": "议程影响力: 82", "en": "Agenda weight: 82", "de": "Agenda-Gewicht: 82", "ja": "議題影響力: 82", "es": "Peso de agenda: 82", "it": "Peso agenda: 82", "fr": "Poids d'agenda: 82" }, "evidence_kind": "catalog_anchor", "x_handle": "@AndrewYNg", "x_url": "https://x.com/AndrewYNg", "url": "https://x.com/AndrewYNg", "icon": "assets/icons/x-andrewyng.jpg" }, { "rank": 20, "name": "Oriol Vinyals (DeepMind)", "reason": { "zh": "序列模型与多智能体遗产的研究领导层", "en": "Sequence models + multi-agent research leadership", "de": "Sequence models + multi-agent research leadership", "ja": "Sequence models + multi-agent research leadership", "es": "Sequence models + multi-agent research leadership", "it": "Sequence models + multi-agent research leadership", "fr": "Sequence models + multi-agent research leadership" }, "metric": { "zh": "议程影响力: 81", "en": "Agenda weight: 81", "de": "Agenda-Gewicht: 81", "ja": "議題影響力: 81", "es": "Peso de agenda: 81", "it": "Peso agenda: 81", "fr": "Poids d'agenda: 81" }, "evidence_kind": "catalog_anchor", "x_handle": "@OriolVinyalsML", "x_url": "https://x.com/OriolVinyalsML", "url": "https://deepmind.google/", "icon": "assets/icons/x-oriolvinyalsml.jpg" } ], "sources": [ { "label": "Google DeepMind", "url": "https://deepmind.google/", "kind": "trusted_site", "note": { "zh": "DeepMind 官方组织与研究入口", "en": "Official DeepMind org and research entry", "de": "Official DeepMind org and research entry", "ja": "Official DeepMind org and research entry", "es": "Official DeepMind org and research entry", "it": "Official DeepMind org and research entry", "fr": "Official DeepMind org and research entry" } }, { "label": "Anthropic Research", "url": "https://www.anthropic.com/research", "kind": "docs", "note": { "zh": "Anthropic 公开研究与人物上下文", "en": "Anthropic public research and leadership context", "de": "Anthropic public research and leadership context", "ja": "Anthropic public research and leadership context", "es": "Anthropic public research and leadership context", "it": "Anthropic public research and leadership context", "fr": "Anthropic public research and leadership context" } }, { "label": "OpenAI GitHub org", "url": "https://github.com/openai", "kind": "trusted_site", "note": { "zh": "OpenAI 公开组织仓库（主站研究页常 bot-403）", "en": "OpenAI public org repos (main research pages often bot-403)", "de": "OpenAI public org repos (main research pages often bot-403)", "ja": "OpenAI public org repos (main research pages often bot-403)", "es": "OpenAI public org repos (main research pages often bot-403)", "it": "OpenAI public org repos (main research pages often bot-403)", "fr": "OpenAI public org repos (main research pages often bot-403)" } }, { "label": "meta-llama GitHub", "url": "https://github.com/meta-llama", "kind": "trusted_site", "note": { "zh": "Meta Llama 公开组织仓库（ai.meta.com 对部分客户端 400）", "en": "Meta Llama public org repos (ai.meta.com 400 for some clients)", "de": "Meta Llama public org repos (ai.meta.com 400 for some clients)", "ja": "Meta Llama public org repos (ai.meta.com 400 for some clients)", "es": "Meta Llama public org repos (ai.meta.com 400 for some clients)", "it": "Meta Llama public org repos (ai.meta.com 400 for some clients)", "fr": "Meta Llama public org repos (ai.meta.com 400 for some clients)" } }, { "label": "X · @demishassabis", "url": "https://x.com/demishassabis", "kind": "trusted_site", "note": { "zh": "DeepMind CEO 公开 X", "en": "DeepMind CEO public X", "de": "DeepMind CEO public X", "ja": "DeepMind CEO public X", "es": "DeepMind CEO public X", "it": "DeepMind CEO public X", "fr": "DeepMind CEO public X" } }, { "label": "X · @sama", "url": "https://x.com/sama", "kind": "trusted_site", "note": { "zh": "OpenAI CEO 公开 X", "en": "OpenAI CEO public X", "de": "OpenAI CEO public X", "ja": "OpenAI CEO public X", "es": "OpenAI CEO public X", "it": "OpenAI CEO public X", "fr": "OpenAI CEO public X" } } ], "cover": { "path": "assets/theme-ai-leaders.webp", "file": "theme-ai-leaders.webp", "generator": "grok-imagine" } }, { "id": "top-labs", "i18n": { "zh": { "title": "顶级实验室 / 前沿组织", "subtitle": "谁在出模型、出论文、出默认栈 — 均附官方 X", "metric_label": "系统影响力" }, "en": { "title": "Top Labs / Frontier Orgs", "subtitle": "Who ships models, papers, stacks — with official X", "metric_label": "System influence" }, "de": { "title": "Top-Labs / Frontier-Orgs", "subtitle": "Modelle, Papers, Stacks — mit offiziellem X", "metric_label": "Systemeinfluss" }, "ja": { "title": "トップラボ / フロンティア組織", "subtitle": "モデル・論文・スタック — 公式X付き", "metric_label": "システム影響" }, "es": { "title": "Labs / orgs frontier", "subtitle": "Modelos, papers, stacks — con X oficial", "metric_label": "Influencia sistema" }, "it": { "title": "Top lab / org frontier", "subtitle": "Modelli, paper, stack — con X ufficiale", "metric_label": "Influenza sistema" }, "fr": { "title": "Top labs / orgs frontier", "subtitle": "Modèles, papers, stacks — avec X officiel", "metric_label": "Influence système" } }, "count": 20, "items": [ { "rank": 1, "name": "Google DeepMind", "reason": { "zh": "科学突破叙事 + Gemini；搜索/云分发", "en": "Science breakthrough + Gemini; Search/Cloud distribution", "de": "Science breakthrough + Gemini; Search/Cloud distribution", "ja": "Science breakthrough + Gemini; Search/Cloud distribution", "es": "Science breakthrough + Gemini; Search/Cloud distribution", "it": "Science breakthrough + Gemini; Search/Cloud distribution", "fr": "Science breakthrough + Gemini; Search/Cloud distribution" }, "metric": { "zh": "系统影响力: 100", "en": "System influence: 100", "de": "Systemeinfluss: 100", "ja": "システム影響: 100", "es": "Influencia sistema: 100", "it": "Influenza sistema: 100", "fr": "Influence système: 100" }, "evidence_kind": "catalog_anchor", "x_handle": "@GoogleDeepMind", "x_url": "https://x.com/GoogleDeepMind", "url": "https://deepmind.google/", "icon": "assets/icons/x-googledeepmind.jpg" }, { "rank": 2, "name": "OpenAI", "reason": { "zh": "ChatGPT 默认入口；API 与 agent 平台中心", "en": "ChatGPT default entry; API + agent platform center", "de": "ChatGPT default entry; API + agent platform center", "ja": "ChatGPT default entry; API + agent platform center", "es": "ChatGPT default entry; API + agent platform center", "it": "ChatGPT default entry; API + agent platform center", "fr": "ChatGPT default entry; API + agent platform center" }, "metric": { "zh": "系统影响力: 99", "en": "System influence: 99", "de": "Systemeinfluss: 99", "ja": "システム影響: 99", "es": "Influencia sistema: 99", "it": "Influenza sistema: 99", "fr": "Influence système: 99" }, "evidence_kind": "catalog_anchor", "x_handle": "@OpenAI", "x_url": "https://x.com/OpenAI", "url": "https://github.com/openai", "icon": "assets/icons/x-openai.jpg" }, { "rank": 3, "name": "Anthropic", "reason": { "zh": "Claude 长程/安全栈；企业编码与合规叙事强", "en": "Claude long-horizon/safety stack; enterprise coding narrative", "de": "Claude long-horizon/safety stack; enterprise coding narrative", "ja": "Claude long-horizon/safety stack; enterprise coding narrative", "es": "Claude long-horizon/safety stack; enterprise coding narrative", "it": "Claude long-horizon/safety stack; enterprise coding narrative", "fr": "Claude long-horizon/safety stack; enterprise coding narrative" }, "metric": { "zh": "系统影响力: 98", "en": "System influence: 98", "de": "Systemeinfluss: 98", "ja": "システム影響: 98", "es": "Influencia sistema: 98", "it": "Influenza sistema: 98", "fr": "Influence système: 98" }, "evidence_kind": "catalog_anchor", "x_handle": "@AnthropicAI", "x_url": "https://x.com/AnthropicAI", "url": "https://www.anthropic.com/", "icon": "assets/icons/x-anthropicai.jpg" }, { "rank": 4, "name": "Meta FAIR / Superintelligence Labs", "reason": { "zh": "Llama 开源权重默认底座；研究→社区飞轮", "en": "Llama open-weight default base; research→community flywheel", "de": "Llama open-weight default base; research→community flywheel", "ja": "Llama open-weight default base; research→community flywheel", "es": "Llama open-weight default base; research→community flywheel", "it": "Llama open-weight default base; research→community flywheel", "fr": "Llama open-weight default base; research→community flywheel" }, "metric": { "zh": "系统影响力: 97", "en": "System influence: 97", "de": "Systemeinfluss: 97", "ja": "システム影響: 97", "es": "Influencia sistema: 97", "it": "Influenza sistema: 97", "fr": "Influence système: 97" }, "evidence_kind": "catalog_anchor", "x_handle": "@AIatMeta", "x_url": "https://x.com/AIatMeta", "url": "https://github.com/meta-llama", "icon": "assets/icons/x-aiatmeta.png" }, { "rank": 5, "name": "Microsoft Research / Microsoft AI", "reason": { "zh": "Copilot 分发 + Azure 托管；企业采购主通道", "en": "Copilot distribution + Azure hosting; enterprise buy path", "de": "Copilot distribution + Azure hosting; enterprise buy path", "ja": "Copilot distribution + Azure hosting; enterprise buy path", "es": "Copilot distribution + Azure hosting; enterprise buy path", "it": "Copilot distribution + Azure hosting; enterprise buy path", "fr": "Copilot distribution + Azure hosting; enterprise buy path" }, "metric": { "zh": "系统影响力: 96", "en": "System influence: 96", "de": "Systemeinfluss: 96", "ja": "システム影響: 96", "es": "Influencia sistema: 96", "it": "Influenza sistema: 96", "fr": "Influence système: 96" }, "evidence_kind": "catalog_anchor", "x_handle": "@MSFTResearch", "x_url": "https://x.com/MSFTResearch", "url": "https://www.microsoft.com/en-us/research/", "icon": "assets/icons/x-msftresearch.png" }, { "rank": 6, "name": "xAI", "reason": { "zh": "Grok + X 实时信息面；Imagine 多模态", "en": "Grok + X realtime surface; Imagine multimodal", "de": "Grok + X realtime surface; Imagine multimodal", "ja": "Grok + X realtime surface; Imagine multimodal", "es": "Grok + X realtime surface; Imagine multimodal", "it": "Grok + X realtime surface; Imagine multimodal", "fr": "Grok + X realtime surface; Imagine multimodal" }, "metric": { "zh": "系统影响力: 95", "en": "System influence: 95", "de": "Systemeinfluss: 95", "ja": "システム影響: 95", "es": "Influencia sistema: 95", "it": "Influenza sistema: 95", "fr": "Influence système: 95" }, "evidence_kind": "catalog_anchor", "x_handle": "@xai", "x_url": "https://x.com/xai", "url": "https://x.ai/", "icon": "assets/icons/domain-x-ai.png" }, { "rank": 7, "name": "NVIDIA Research / AI", "reason": { "zh": "算力+NIM 封装推理；供应链卡位点", "en": "Compute + NIM inference; supply choke point", "de": "Compute + NIM inference; supply choke point", "ja": "Compute + NIM inference; supply choke point", "es": "Compute + NIM inference; supply choke point", "it": "Compute + NIM inference; supply choke point", "fr": "Compute + NIM inference; supply choke point" }, "metric": { "zh": "系统影响力: 94", "en": "System influence: 94", "de": "Systemeinfluss: 94", "ja": "システム影響: 94", "es": "Influencia sistema: 94", "it": "Influenza sistema: 94", "fr": "Influence système: 94" }, "evidence_kind": "catalog_anchor", "x_handle": "@nvidia", "x_url": "https://x.com/nvidia", "url": "https://www.nvidia.com/en-us/ai/", "icon": "assets/icons/x-nvidia.jpg" }, { "rank": 8, "name": "Amazon Science / AWS AI", "reason": { "zh": "Bedrock 多模型货架；企业账户内默认可见", "en": "Bedrock multi-model shelf; default-visible in AWS accounts", "de": "Bedrock multi-model shelf; default-visible in AWS accounts", "ja": "Bedrock multi-model shelf; default-visible in AWS accounts", "es": "Bedrock multi-model shelf; default-visible in AWS accounts", "it": "Bedrock multi-model shelf; default-visible in AWS accounts", "fr": "Bedrock multi-model shelf; default-visible in AWS accounts" }, "metric": { "zh": "系统影响力: 93", "en": "System influence: 93", "de": "Systemeinfluss: 93", "ja": "システム影響: 93", "es": "Influencia sistema: 93", "it": "Influenza sistema: 93", "fr": "Influence système: 93" }, "evidence_kind": "catalog_anchor", "x_handle": "@AmazonScience", "x_url": "https://x.com/AmazonScience", "url": "https://www.amazon.science/", "icon": "assets/icons/x-amazonscience.jpg" }, { "rank": 9, "name": "Mistral AI", "reason": { "zh": "欧洲合规叙事下的开源/API 双轨", "en": "EU-compliance open/API dual track", "de": "EU-compliance open/API dual track", "ja": "EU-compliance open/API dual track", "es": "EU-compliance open/API dual track", "it": "EU-compliance open/API dual track", "fr": "EU-compliance open/API dual track" }, "metric": { "zh": "系统影响力: 92", "en": "System influence: 92", "de": "Systemeinfluss: 92", "ja": "システム影響: 92", "es": "Influencia sistema: 92", "it": "Influenza sistema: 92", "fr": "Influence système: 92" }, "evidence_kind": "catalog_anchor", "x_handle": "@MistralAI", "x_url": "https://x.com/MistralAI", "url": "https://mistral.ai/", "icon": "assets/icons/x-mistralai.jpg" }, { "rank": 10, "name": "DeepSeek", "reason": { "zh": "开源推理性价比冲击；私有部署常见对照", "en": "Open reasoning cost shock; private-deploy reference", "de": "Open reasoning cost shock; private-deploy reference", "ja": "Open reasoning cost shock; private-deploy reference", "es": "Open reasoning cost shock; private-deploy reference", "it": "Open reasoning cost shock; private-deploy reference", "fr": "Open reasoning cost shock; private-deploy reference" }, "metric": { "zh": "系统影响力: 91", "en": "System influence: 91", "de": "Systemeinfluss: 91", "ja": "システム影響: 91", "es": "Influencia sistema: 91", "it": "Influenza sistema: 91", "fr": "Influence système: 91" }, "evidence_kind": "catalog_anchor", "x_handle": "@deepseek_ai", "x_url": "https://x.com/deepseek_ai", "url": "https://www.deepseek.com/", "icon": "assets/icons/domain-deepseek-com.png" }, { "rank": 11, "name": "Alibaba Qwen / Tongyi", "reason": { "zh": "中英双语与工具调用生态；开源+云双轨", "en": "Bilingual + tool-use ecosystem; open and cloud", "de": "Bilingual + tool-use ecosystem; open and cloud", "ja": "Bilingual + tool-use ecosystem; open and cloud", "es": "Bilingual + tool-use ecosystem; open and cloud", "it": "Bilingual + tool-use ecosystem; open and cloud", "fr": "Bilingual + tool-use ecosystem; open and cloud" }, "metric": { "zh": "系统影响力: 90", "en": "System influence: 90", "de": "Systemeinfluss: 90", "ja": "システム影響: 90", "es": "Influencia sistema: 90", "it": "Influenza sistema: 90", "fr": "Influence système: 90" }, "evidence_kind": "catalog_anchor", "x_handle": "@Alibaba_Qwen", "x_url": "https://x.com/Alibaba_Qwen", "url": "https://github.com/QwenLM", "icon": "assets/icons/domain-qwen-ai.png" }, { "rank": 12, "name": "Moonshot / Kimi", "reason": { "zh": "中文长上下文产品能力突出", "en": "Strong Chinese long-context product", "de": "Strong Chinese long-context product", "ja": "Strong Chinese long-context product", "es": "Strong Chinese long-context product", "it": "Strong Chinese long-context product", "fr": "Strong Chinese long-context product" }, "metric": { "zh": "系统影响力: 89", "en": "System influence: 89", "de": "Systemeinfluss: 89", "ja": "システム影響: 89", "es": "Influencia sistema: 89", "it": "Influenza sistema: 89", "fr": "Influence système: 89" }, "evidence_kind": "catalog_anchor", "x_handle": "@Kimi_Moonshot", "x_url": "https://x.com/Kimi_Moonshot", "url": "https://www.moonshot.cn/", "icon": "assets/icons/domain-moonshot-ai.png" }, { "rank": 13, "name": "Cohere", "reason": { "zh": "企业 RAG/检索组件与 Command 系", "en": "Enterprise RAG/retrieval + Command line", "de": "Enterprise RAG/retrieval + Command line", "ja": "Enterprise RAG/retrieval + Command line", "es": "Enterprise RAG/retrieval + Command line", "it": "Enterprise RAG/retrieval + Command line", "fr": "Enterprise RAG/retrieval + Command line" }, "metric": { "zh": "系统影响力: 88", "en": "System influence: 88", "de": "Systemeinfluss: 88", "ja": "システム影響: 88", "es": "Influencia sistema: 88", "it": "Influenza sistema: 88", "fr": "Influence système: 88" }, "evidence_kind": "catalog_anchor", "x_handle": "@Cohere", "x_url": "https://x.com/Cohere", "url": "https://cohere.com/", "icon": "assets/icons/domain-cohere-com.png" }, { "rank": 14, "name": "Hugging Face", "reason": { "zh": "模型/数据集/Spaces 分发枢纽", "en": "Model/dataset/Spaces distribution hub", "de": "Model/dataset/Spaces distribution hub", "ja": "Model/dataset/Spaces distribution hub", "es": "Model/dataset/Spaces distribution hub", "it": "Model/dataset/Spaces distribution hub", "fr": "Model/dataset/Spaces distribution hub" }, "metric": { "zh": "系统影响力: 87", "en": "System influence: 87", "de": "Systemeinfluss: 87", "ja": "システム影響: 87", "es": "Influencia sistema: 87", "it": "Influenza sistema: 87", "fr": "Influence système: 87" }, "evidence_kind": "catalog_anchor", "x_handle": "@huggingface", "x_url": "https://x.com/huggingface", "url": "https://huggingface.co/", "icon": "assets/icons/domain-huggingface-co.png" }, { "rank": 15, "name": "Allen Institute for AI (AI2)", "reason": { "zh": "开放科研与 OLMo 等开源科学路径", "en": "Open science path incl. OLMo-class models", "de": "Open science path incl. OLMo-class models", "ja": "Open science path incl. OLMo-class models", "es": "Open science path incl. OLMo-class models", "it": "Open science path incl. OLMo-class models", "fr": "Open science path incl. OLMo-class models" }, "metric": { "zh": "系统影响力: 86", "en": "System influence: 86", "de": "Systemeinfluss: 86", "ja": "システム影響: 86", "es": "Influencia sistema: 86", "it": "Influenza sistema: 86", "fr": "Influence système: 86" }, "evidence_kind": "catalog_anchor", "x_handle": "@allen_ai", "x_url": "https://x.com/allen_ai", "url": "https://allenai.org/", "icon": "assets/icons/domain-allenai-org.png" }, { "rank": 16, "name": "Stanford CRFM", "reason": { "zh": "评测与政策交叉的学术枢纽（HELM）", "en": "Eval×policy academic hub (HELM)", "de": "Eval×policy academic hub (HELM)", "ja": "Eval×policy academic hub (HELM)", "es": "Eval×policy academic hub (HELM)", "it": "Eval×policy academic hub (HELM)", "fr": "Eval×policy academic hub (HELM)" }, "metric": { "zh": "系统影响力: 85", "en": "System influence: 85", "de": "Systemeinfluss: 85", "ja": "システム影響: 85", "es": "Influencia sistema: 85", "it": "Influenza sistema: 85", "fr": "Influence système: 85" }, "evidence_kind": "catalog_anchor", "x_handle": "@StanfordHAI", "x_url": "https://x.com/StanfordHAI", "url": "https://crfm.stanford.edu/", "icon": "assets/icons/domain-crfm-stanford-edu.png" }, { "rank": 17, "name": "Stability AI", "reason": { "zh": "生成图像开源与 API 产品分叉节点", "en": "Image-gen open-weight and API product node", "de": "Image-gen open-weight and API product node", "ja": "Image-gen open-weight and API product node", "es": "Image-gen open-weight and API product node", "it": "Image-gen open-weight and API product node", "fr": "Image-gen open-weight and API product node" }, "metric": { "zh": "系统影响力: 84", "en": "System influence: 84", "de": "Systemeinfluss: 84", "ja": "システム影響: 84", "es": "Influencia sistema: 84", "it": "Influenza sistema: 84", "fr": "Influence système: 84" }, "evidence_kind": "catalog_anchor", "x_handle": "@StabilityAI", "x_url": "https://x.com/StabilityAI", "url": "https://stability.ai/", "icon": "assets/icons/domain-stability-ai.png" }, { "rank": 18, "name": "Black Forest Labs (FLUX)", "reason": { "zh": "FLUX 图像生成研究/产品线", "en": "FLUX image-gen research/product line", "de": "FLUX image-gen research/product line", "ja": "FLUX image-gen research/product line", "es": "FLUX image-gen research/product line", "it": "FLUX image-gen research/product line", "fr": "FLUX image-gen research/product line" }, "metric": { "zh": "系统影响力: 83", "en": "System influence: 83", "de": "Systemeinfluss: 83", "ja": "システム影響: 83", "es": "Influencia sistema: 83", "it": "Influenza sistema: 83", "fr": "Influence système: 83" }, "evidence_kind": "catalog_anchor", "x_handle": "@bfl_ml", "x_url": "https://x.com/bfl_ml", "url": "https://blackforestlabs.ai/", "icon": "assets/icons/domain-bfl-ai.png" }, { "rank": 19, "name": "Perplexity", "reason": { "zh": "检索原生对话产品；公开研究与工程叙事活跃", "en": "Retrieval-native chat product; active public eng narrative", "de": "Retrieval-native chat product; active public eng narrative", "ja": "Retrieval-native chat product; active public eng narrative", "es": "Retrieval-native chat product; active public eng narrative", "it": "Retrieval-native chat product; active public eng narrative", "fr": "Retrieval-native chat product; active public eng narrative" }, "metric": { "zh": "系统影响力: 82", "en": "System influence: 82", "de": "Systemeinfluss: 82", "ja": "システム影響: 82", "es": "Influencia sistema: 82", "it": "Influenza sistema: 82", "fr": "Influence système: 82" }, "evidence_kind": "catalog_anchor", "x_handle": "@perplexity_ai", "x_url": "https://x.com/perplexity_ai", "url": "https://github.com/ppl-ai", "icon": "assets/icons/domain-perplexity-ai.png" }, { "rank": 20, "name": "Runway Research", "reason": { "zh": "视频生成研究+产品；Gen 系列公开对照", "en": "Video-gen research+product; Gen-series public reference", "de": "Video-gen research+product; Gen-series public reference", "ja": "Video-gen research+product; Gen-series public reference", "es": "Video-gen research+product; Gen-series public reference", "it": "Video-gen research+product; Gen-series public reference", "fr": "Video-gen research+product; Gen-series public reference" }, "metric": { "zh": "系统影响力: 81", "en": "System influence: 81", "de": "Systemeinfluss: 81", "ja": "システム影響: 81", "es": "Influencia sistema: 81", "it": "Influenza sistema: 81", "fr": "Influence système: 81" }, "evidence_kind": "catalog_anchor", "x_handle": "@runwayml", "x_url": "https://x.com/runwayml", "url": "https://runwayml.com/", "icon": "assets/icons/domain-runwayml-com.png" } ], "sources": [ { "label": "Google DeepMind", "url": "https://deepmind.google/", "kind": "trusted_site", "note": { "zh": "顶级实验室官方入口", "en": "Top-lab official entry", "de": "Top-lab official entry", "ja": "Top-lab official entry", "es": "Top-lab official entry", "it": "Top-lab official entry", "fr": "Top-lab official entry" } }, { "label": "OpenAI (GitHub org)", "url": "https://github.com/openai", "kind": "trusted_site", "note": { "zh": "OpenAI 公开组织仓库（主站常 bot-403）", "en": "OpenAI public org repos (main site often bot-403)", "de": "OpenAI public org repos (main site often bot-403)", "ja": "OpenAI public org repos (main site often bot-403)", "es": "OpenAI public org repos (main site often bot-403)", "it": "OpenAI public org repos (main site often bot-403)", "fr": "OpenAI public org repos (main site often bot-403)" } }, { "label": "Anthropic", "url": "https://www.anthropic.com/", "kind": "trusted_site", "note": { "zh": "Anthropic 组织入口", "en": "Anthropic org entry", "de": "Anthropic org entry", "ja": "Anthropic org entry", "es": "Anthropic org entry", "it": "Anthropic org entry", "fr": "Anthropic org entry" } }, { "label": "meta-llama GitHub", "url": "https://github.com/meta-llama", "kind": "trusted_site", "note": { "zh": "Llama 权重与模型公开仓库", "en": "Llama weights/models public org repos", "de": "Llama weights/models public org repos", "ja": "Llama weights/models public org repos", "es": "Llama weights/models public org repos", "it": "Llama weights/models public org repos", "fr": "Llama weights/models public org repos" } }, { "label": "facebookresearch GitHub", "url": "https://github.com/facebookresearch", "kind": "trusted_site", "note": { "zh": "Meta FAIR 开源组织仓库", "en": "Meta FAIR open-source org repos", "de": "Meta FAIR open-source org repos", "ja": "Meta FAIR open-source org repos", "es": "Meta FAIR open-source org repos", "it": "Meta FAIR open-source org repos", "fr": "Meta FAIR open-source org repos" } }, { "label": "Microsoft Research AI", "url": "https://www.microsoft.com/en-us/research/research-area/artificial-intelligence/", "kind": "trusted_site", "note": { "zh": "微软研究院 AI 公开面", "en": "Microsoft Research AI public surface", "de": "Microsoft Research AI public surface", "ja": "Microsoft Research AI public surface", "es": "Microsoft Research AI public surface", "it": "Microsoft Research AI public surface", "fr": "Microsoft Research AI public surface" } } ], "cover": { "path": "assets/theme-top-labs.webp", "file": "theme-top-labs.webp", "generator": "grok-imagine" } }, { "id": "landmark-papers", "i18n": { "zh": { "title": "里程碑论文 / 思想锚点", "subtitle": "每条可点 arXiv/Nature 原文——不是本周引用热度榜", "metric_label": "思想遗产" }, "en": { "title": "Landmark Papers / Idea Anchors", "subtitle": "Each row links the canonical paper — not weekly citation heat", "metric_label": "Idea legacy" }, "de": { "title": "Meilenstein-Papers", "subtitle": "Jede Zeile verlinkt das kanonische Paper", "metric_label": "Ideen-Erbe" }, "ja": { "title": "里程標論文 / 思想アンカー", "subtitle": "各行が正規論文リンク", "metric_label": "思想遺産" }, "es": { "title": "Papers hito / anclas de idea", "subtitle": "Cada fila enlaza el paper canónico", "metric_label": "Legado de idea" }, "it": { "title": "Paper pietra miliare", "subtitle": "Ogni riga punta al paper canonico", "metric_label": "Eredità idea" }, "fr": { "title": "Papers jalons / ancres d'idée", "subtitle": "Chaque ligne lie le paper canonique", "metric_label": "Héritage d'idée" } }, "count": 20, "items": [ { "rank": 1, "name": "Attention Is All You Need (Vaswani et al.)", "reason": { "zh": "Transformer 默认架构原点", "en": "Origin of the default Transformer architecture", "de": "Origin of the default Transformer architecture", "ja": "Origin of the default Transformer architecture", "es": "Origin of the default Transformer architecture", "it": "Origin of the default Transformer architecture", "fr": "Origin of the default Transformer architecture" }, "metric": { "zh": "思想遗产: 100", "en": "Idea legacy: 100", "de": "Ideen-Erbe: 100", "ja": "思想遺産: 100", "es": "Legado de idea: 100", "it": "Eredità idea: 100", "fr": "Héritage d'idée: 100" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/1706.03762", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 2, "name": "Scaling Laws / Kaplan et al.", "reason": { "zh": "「算力-数据-参数」可预测叙事的起点", "en": "Start of predictable compute-data-params narrative", "de": "Start of predictable compute-data-params narrative", "ja": "Start of predictable compute-data-params narrative", "es": "Start of predictable compute-data-params narrative", "it": "Start of predictable compute-data-params narrative", "fr": "Start of predictable compute-data-params narrative" }, "metric": { "zh": "思想遗产: 99", "en": "Idea legacy: 99", "de": "Ideen-Erbe: 99", "ja": "思想遺産: 99", "es": "Legado de idea: 99", "it": "Eredità idea: 99", "fr": "Héritage d'idée: 99" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2001.08361", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 3, "name": "GPT-3 / few-shot learners", "reason": { "zh": "大规模预训练→通用能力的公众证明", "en": "Public proof that large pretrain yields general ability", "de": "Public proof that large pretrain yields general ability", "ja": "Public proof that large pretrain yields general ability", "es": "Public proof that large pretrain yields general ability", "it": "Public proof that large pretrain yields general ability", "fr": "Public proof that large pretrain yields general ability" }, "metric": { "zh": "思想遗产: 98", "en": "Idea legacy: 98", "de": "Ideen-Erbe: 98", "ja": "思想遺産: 98", "es": "Legado de idea: 98", "it": "Eredità idea: 98", "fr": "Héritage d'idée: 98" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2005.14165", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 4, "name": "InstructGPT / RLHF", "reason": { "zh": "对齐到人类偏好的产品化路径", "en": "Productization path aligning to human preference", "de": "Productization path aligning to human preference", "ja": "Productization path aligning to human preference", "es": "Productization path aligning to human preference", "it": "Productization path aligning to human preference", "fr": "Productization path aligning to human preference" }, "metric": { "zh": "思想遗产: 97", "en": "Idea legacy: 97", "de": "Ideen-Erbe: 97", "ja": "思想遺産: 97", "es": "Legado de idea: 97", "it": "Eredità idea: 97", "fr": "Héritage d'idée: 97" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2203.02155", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 5, "name": "Constitutional AI (Anthropic)", "reason": { "zh": "原则式对齐的可讨论蓝本", "en": "Discussable blueprint for principle-based alignment", "de": "Discussable blueprint for principle-based alignment", "ja": "Discussable blueprint for principle-based alignment", "es": "Discussable blueprint for principle-based alignment", "it": "Discussable blueprint for principle-based alignment", "fr": "Discussable blueprint for principle-based alignment" }, "metric": { "zh": "思想遗产: 96", "en": "Idea legacy: 96", "de": "Ideen-Erbe: 96", "ja": "思想遺産: 96", "es": "Legado de idea: 96", "it": "Eredità idea: 96", "fr": "Héritage d'idée: 96" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2212.08073", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 6, "name": "Chain-of-Thought prompting", "reason": { "zh": "把推理显式化成可控接口", "en": "Made reasoning an explicit controllable interface", "de": "Made reasoning an explicit controllable interface", "ja": "Made reasoning an explicit controllable interface", "es": "Made reasoning an explicit controllable interface", "it": "Made reasoning an explicit controllable interface", "fr": "Made reasoning an explicit controllable interface" }, "metric": { "zh": "思想遗产: 95", "en": "Idea legacy: 95", "de": "Ideen-Erbe: 95", "ja": "思想遺産: 95", "es": "Legado de idea: 95", "it": "Eredità idea: 95", "fr": "Héritage d'idée: 95" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2201.11903", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 7, "name": "ReAct (reason + act)", "reason": { "zh": "工具调用 agent 的默认心智模型", "en": "Default mental model for tool-using agents", "de": "Default mental model for tool-using agents", "ja": "Default mental model for tool-using agents", "es": "Default mental model for tool-using agents", "it": "Default mental model for tool-using agents", "fr": "Default mental model for tool-using agents" }, "metric": { "zh": "思想遗产: 94", "en": "Idea legacy: 94", "de": "Ideen-Erbe: 94", "ja": "思想遺産: 94", "es": "Legado de idea: 94", "it": "Eredità idea: 94", "fr": "Héritage d'idée: 94" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2210.03629", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 8, "name": "LLaMA (Meta)", "reason": { "zh": "开源权重成为默认底座的转折", "en": "Turn where open weights became a default base", "de": "Turn where open weights became a default base", "ja": "Turn where open weights became a default base", "es": "Turn where open weights became a default base", "it": "Turn where open weights became a default base", "fr": "Turn where open weights became a default base" }, "metric": { "zh": "思想遗产: 93", "en": "Idea legacy: 93", "de": "Ideen-Erbe: 93", "ja": "思想遺産: 93", "es": "Legado de idea: 93", "it": "Eredità idea: 93", "fr": "Héritage d'idée: 93" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2302.13971", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 9, "name": "Chinchilla compute-optimal", "reason": { "zh": "数据量 vs 参数量的效率纠偏", "en": "Efficiency correction: data vs parameters", "de": "Efficiency correction: data vs parameters", "ja": "Efficiency correction: data vs parameters", "es": "Efficiency correction: data vs parameters", "it": "Efficiency correction: data vs parameters", "fr": "Efficiency correction: data vs parameters" }, "metric": { "zh": "思想遗产: 92", "en": "Idea legacy: 92", "de": "Ideen-Erbe: 92", "ja": "思想遺産: 92", "es": "Legado de idea: 92", "it": "Eredità idea: 92", "fr": "Héritage d'idée: 92" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2203.15556", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 10, "name": "Diffusion / DDPM family", "reason": { "zh": "图像生成主路径从 GAN 迁到扩散", "en": "Image-gen main path shift GAN→diffusion", "de": "Image-gen main path shift GAN→diffusion", "ja": "Image-gen main path shift GAN→diffusion", "es": "Image-gen main path shift GAN→diffusion", "it": "Image-gen main path shift GAN→diffusion", "fr": "Image-gen main path shift GAN→diffusion" }, "metric": { "zh": "思想遗产: 91", "en": "Idea legacy: 91", "de": "Ideen-Erbe: 91", "ja": "思想遺産: 91", "es": "Legado de idea: 91", "it": "Eredità idea: 91", "fr": "Héritage d'idée: 91" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2006.11239", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 11, "name": "CLIP (OpenAI)", "reason": { "zh": "视觉-语言共享表征进入产品", "en": "Vision-language shared representation into products", "de": "Vision-language shared representation into products", "ja": "Vision-language shared representation into products", "es": "Vision-language shared representation into products", "it": "Vision-language shared representation into products", "fr": "Vision-language shared representation into products" }, "metric": { "zh": "思想遗产: 90", "en": "Idea legacy: 90", "de": "Ideen-Erbe: 90", "ja": "思想遺産: 90", "es": "Legado de idea: 90", "it": "Eredità idea: 90", "fr": "Héritage d'idée: 90" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2103.00020", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 12, "name": "AlphaFold (DeepMind)", "reason": { "zh": "科学 AI 的「不可否认」成果样本", "en": "Undeniable science-AI achievement sample", "de": "Undeniable science-AI achievement sample", "ja": "Undeniable science-AI achievement sample", "es": "Undeniable science-AI achievement sample", "it": "Undeniable science-AI achievement sample", "fr": "Undeniable science-AI achievement sample" }, "metric": { "zh": "思想遗产: 89", "en": "Idea legacy: 89", "de": "Ideen-Erbe: 89", "ja": "思想遺産: 89", "es": "Legado de idea: 89", "it": "Eredità idea: 89", "fr": "Héritage d'idée: 89" }, "evidence_kind": "catalog_anchor", "url": "https://www.nature.com/articles/s41586-021-03819-2", "icon": "assets/icons/domain-www-nature-com.png" }, { "rank": 13, "name": "FlashAttention", "reason": { "zh": "长上下文训练/推理工程可行性跃迁", "en": "Feasibility jump for long-context train/serve", "de": "Feasibility jump for long-context train/serve", "ja": "Feasibility jump for long-context train/serve", "es": "Feasibility jump for long-context train/serve", "it": "Feasibility jump for long-context train/serve", "fr": "Feasibility jump for long-context train/serve" }, "metric": { "zh": "思想遗产: 88", "en": "Idea legacy: 88", "de": "Ideen-Erbe: 88", "ja": "思想遺産: 88", "es": "Legado de idea: 88", "it": "Eredità idea: 88", "fr": "Héritage d'idée: 88" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2205.14135", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 14, "name": "Mixture-of-Experts / Switch Transformers", "reason": { "zh": "稀疏激活扩容成为主流选项", "en": "Sparse activation scaling became mainstream", "de": "Sparse activation scaling became mainstream", "ja": "Sparse activation scaling became mainstream", "es": "Sparse activation scaling became mainstream", "it": "Sparse activation scaling became mainstream", "fr": "Sparse activation scaling became mainstream" }, "metric": { "zh": "思想遗产: 87", "en": "Idea legacy: 87", "de": "Ideen-Erbe: 87", "ja": "思想遺産: 87", "es": "Legado de idea: 87", "it": "Eredità idea: 87", "fr": "Héritage d'idée: 87" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2101.03961", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 15, "name": "DPO (Direct Preference Optimization)", "reason": { "zh": "对齐训练简化路径的广泛采用", "en": "Widely adopted simplified alignment training path", "de": "Widely adopted simplified alignment training path", "ja": "Widely adopted simplified alignment training path", "es": "Widely adopted simplified alignment training path", "it": "Widely adopted simplified alignment training path", "fr": "Widely adopted simplified alignment training path" }, "metric": { "zh": "思想遗产: 86", "en": "Idea legacy: 86", "de": "Ideen-Erbe: 86", "ja": "思想遺産: 86", "es": "Legado de idea: 86", "it": "Eredità idea: 86", "fr": "Héritage d'idée: 86" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2305.18290", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 16, "name": "Toolformer", "reason": { "zh": "模型自学调 API 的早期清晰演示", "en": "Early clear demo of models learning to call APIs", "de": "Early clear demo of models learning to call APIs", "ja": "Early clear demo of models learning to call APIs", "es": "Early clear demo of models learning to call APIs", "it": "Early clear demo of models learning to call APIs", "fr": "Early clear demo of models learning to call APIs" }, "metric": { "zh": "思想遗产: 85", "en": "Idea legacy: 85", "de": "Ideen-Erbe: 85", "ja": "思想遺産: 85", "es": "Legado de idea: 85", "it": "Eredità idea: 85", "fr": "Héritage d'idée: 85" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2302.04761", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 17, "name": "Segment Anything (Meta)", "reason": { "zh": "视觉基础模型「一次训练、多下游」模板", "en": "Vision foundation model train-once multi-downstream template", "de": "Vision foundation model train-once multi-downstream template", "ja": "Vision foundation model train-once multi-downstream template", "es": "Vision foundation model train-once multi-downstream template", "it": "Vision foundation model train-once multi-downstream template", "fr": "Vision foundation model train-once multi-downstream template" }, "metric": { "zh": "思想遗产: 84", "en": "Idea legacy: 84", "de": "Ideen-Erbe: 84", "ja": "思想遺産: 84", "es": "Legado de idea: 84", "it": "Eredità idea: 84", "fr": "Héritage d'idée: 84" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2304.02643", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 18, "name": "Whisper (OpenAI)", "reason": { "zh": "开源语音识别默认基线之一", "en": "One default open baseline for speech recognition", "de": "One default open baseline for speech recognition", "ja": "One default open baseline for speech recognition", "es": "One default open baseline for speech recognition", "it": "One default open baseline for speech recognition", "fr": "One default open baseline for speech recognition" }, "metric": { "zh": "思想遗产: 83", "en": "Idea legacy: 83", "de": "Ideen-Erbe: 83", "ja": "思想遺産: 83", "es": "Legado de idea: 83", "it": "Eredità idea: 83", "fr": "Héritage d'idée: 83" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2212.04356", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 19, "name": "BERT (Devlin et al.)", "reason": { "zh": "双向预训练→NLP 工业默认的上一代转折", "en": "Prior-gen turn: bidirectional pretrain as NLP industrial default", "de": "Prior-gen turn: bidirectional pretrain as NLP industrial default", "ja": "Prior-gen turn: bidirectional pretrain as NLP industrial default", "es": "Prior-gen turn: bidirectional pretrain as NLP industrial default", "it": "Prior-gen turn: bidirectional pretrain as NLP industrial default", "fr": "Prior-gen turn: bidirectional pretrain as NLP industrial default" }, "metric": { "zh": "思想遗产: 82", "en": "Idea legacy: 82", "de": "Ideen-Erbe: 82", "ja": "思想遺産: 82", "es": "Legado de idea: 82", "it": "Eredità idea: 82", "fr": "Héritage d'idée: 82" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/1810.04805", "icon": "assets/icons/domain-arxiv-org.png" }, { "rank": 20, "name": "LoRA / PEFT family", "reason": { "zh": "低成本适配让私有化微调变成默认动作", "en": "Cheap adapters made private fine-tune a default move", "de": "Cheap adapters made private fine-tune a default move", "ja": "Cheap adapters made private fine-tune a default move", "es": "Cheap adapters made private fine-tune a default move", "it": "Cheap adapters made private fine-tune a default move", "fr": "Cheap adapters made private fine-tune a default move" }, "metric": { "zh": "思想遗产: 81", "en": "Idea legacy: 81", "de": "Ideen-Erbe: 81", "ja": "思想遺産: 81", "es": "Legado de idea: 81", "it": "Eredità idea: 81", "fr": "Héritage d'idée: 81" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2106.09685", "icon": "assets/icons/domain-arxiv-org.png" } ], "sources": [ { "label": "arXiv cs.AI / cs.LG / cs.CL", "url": "https://arxiv.org/", "kind": "trusted_site", "note": { "zh": "论文主分发面；可按 id 核对原文", "en": "Primary paper distribution; verify by arXiv id", "de": "Primary paper distribution; verify by arXiv id", "ja": "Primary paper distribution; verify by arXiv id", "es": "Primary paper distribution; verify by arXiv id", "it": "Primary paper distribution; verify by arXiv id", "fr": "Primary paper distribution; verify by arXiv id" } }, { "label": "Attention Is All You Need (arXiv:1706.03762)", "url": "https://arxiv.org/abs/1706.03762", "kind": "report", "note": { "zh": "Transformer 原文锚点", "en": "Canonical Transformer paper anchor", "de": "Canonical Transformer paper anchor", "ja": "Canonical Transformer paper anchor", "es": "Canonical Transformer paper anchor", "it": "Canonical Transformer paper anchor", "fr": "Canonical Transformer paper anchor" } }, { "label": "Papers with Code", "url": "https://paperswithcode.com/", "kind": "leaderboard", "note": { "zh": "论文↔代码↔榜单交叉索引", "en": "Paper↔code↔leaderboard cross-index", "de": "Paper↔code↔leaderboard cross-index", "ja": "Paper↔code↔leaderboard cross-index", "es": "Paper↔code↔leaderboard cross-index", "it": "Paper↔code↔leaderboard cross-index", "fr": "Paper↔code↔leaderboard cross-index" } }, { "label": "Semantic Scholar", "url": "https://www.semanticscholar.org/", "kind": "trusted_site", "note": { "zh": "引用与作者图公开检索", "en": "Public citation and author-graph search", "de": "Public citation and author-graph search", "ja": "Public citation and author-graph search", "es": "Public citation and author-graph search", "it": "Public citation and author-graph search", "fr": "Public citation and author-graph search" } } ], "cover": { "path": "assets/theme-landmark-papers.webp", "file": "theme-landmark-papers.webp", "generator": "grok-imagine" } }, { "id": "buyer-benchmarks", "i18n": { "zh": { "title": "买家真看的评测 / 榜单", "subtitle": "每条可点官方榜/仓库——采购会上被点名的尺子", "metric_label": "决策引用率" }, "en": { "title": "Benchmarks Buyers Actually Cite", "subtitle": "Each row links the official board/repo", "metric_label": "Decision citation rate" }, "de": { "title": "Benchmarks die Käufer zitieren", "subtitle": "Jede Zeile verlinkt Board/Repo", "metric_label": "Entscheidungs-Zitate" }, "ja": { "title": "買い手が実際に引用するベンチ", "subtitle": "各行が公式ボード/リポジトリ", "metric_label": "意思決定引用率" }, "es": { "title": "Benchmarks que citan los compradores", "subtitle": "Cada fila enlaza board/repo oficial", "metric_label": "Tasa de citas de decisión" }, "it": { "title": "Benchmark che i buyer citano", "subtitle": "Ogni riga punta a board/repo ufficiale", "metric_label": "Tasso citazione decisioni" }, "fr": { "title": "Benchmarks que les acheteurs citent", "subtitle": "Chaque ligne lie board/repo officiel", "metric_label": "Taux de citation décision" } }, "count": 20, "items": [ { "rank": 1, "name": "LM Arena / Chatbot Arena Elo", "reason": { "zh": "公开对战感知质量；销售材料常被引用（arena.ai）", "en": "Public arena perceived quality; often cited in sales (arena.ai)", "de": "Public arena perceived quality; often cited in sales (arena.ai)", "ja": "Public arena perceived quality; often cited in sales (arena.ai)", "es": "Public arena perceived quality; often cited in sales (arena.ai)", "it": "Public arena perceived quality; often cited in sales (arena.ai)", "fr": "Public arena perceived quality; often cited in sales (arena.ai)" }, "metric": { "zh": "决策引用率: 100", "en": "Decision citation rate: 100", "de": "Entscheidungs-Zitate: 100", "ja": "意思決定引用率: 100", "es": "Tasa de citas de decisión: 100", "it": "Tasso citazione decisioni: 100", "fr": "Taux de citation décision: 100" }, "evidence_kind": "catalog_anchor", "url": "https://arena.ai/leaderboard", "icon": "assets/icons/domain-arena-ai.png" }, { "rank": 2, "name": "SWE-bench / SWE-bench Verified", "reason": { "zh": "真实软件工程任务；coding agent 采购尺子", "en": "Real software tasks; coding-agent purchase yardstick", "de": "Real software tasks; coding-agent purchase yardstick", "ja": "Real software tasks; coding-agent purchase yardstick", "es": "Real software tasks; coding-agent purchase yardstick", "it": "Real software tasks; coding-agent purchase yardstick", "fr": "Real software tasks; coding-agent purchase yardstick" }, "metric": { "zh": "决策引用率: 99", "en": "Decision citation rate: 99", "de": "Entscheidungs-Zitate: 99", "ja": "意思決定引用率: 99", "es": "Tasa de citas de decisión: 99", "it": "Tasso citazione decisioni: 99", "fr": "Taux de citation décision: 99" }, "evidence_kind": "catalog_anchor", "url": "https://www.swebench.com/", "icon": "assets/icons/domain-www-swebench-com.jpg" }, { "rank": 3, "name": "HumanEval", "reason": { "zh": "代码生成经典尺子（OpenAI）", "en": "Classic code-gen yardstick (OpenAI)", "de": "Classic code-gen yardstick (OpenAI)", "ja": "Classic code-gen yardstick (OpenAI)", "es": "Classic code-gen yardstick (OpenAI)", "it": "Classic code-gen yardstick (OpenAI)", "fr": "Classic code-gen yardstick (OpenAI)" }, "metric": { "zh": "决策引用率: 98", "en": "Decision citation rate: 98", "de": "Entscheidungs-Zitate: 98", "ja": "意思決定引用率: 98", "es": "Tasa de citas de decisión: 98", "it": "Tasso citazione decisioni: 98", "fr": "Taux de citation décision: 98" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/openai/human-eval", "icon": "assets/icons/gh-openai.png" }, { "rank": 4, "name": "LiveCodeBench", "reason": { "zh": "持续更新的代码生成对照", "en": "Continuously updated code-gen board", "de": "Continuously updated code-gen board", "ja": "Continuously updated code-gen board", "es": "Continuously updated code-gen board", "it": "Continuously updated code-gen board", "fr": "Continuously updated code-gen board" }, "metric": { "zh": "决策引用率: 97", "en": "Decision citation rate: 97", "de": "Entscheidungs-Zitate: 97", "ja": "意思決定引用率: 97", "es": "Tasa de citas de decisión: 97", "it": "Tasso citazione decisioni: 97", "fr": "Taux de citation décision: 97" }, "evidence_kind": "catalog_anchor", "url": "https://livecodebench.github.io/", "icon": "assets/icons/domain-livecodebench-github-io.png" }, { "rank": 5, "name": "MMLU", "reason": { "zh": "多科知识默认对照（需警惕饱和）", "en": "Multi-subject knowledge default (watch saturation)", "de": "Multi-subject knowledge default (watch saturation)", "ja": "Multi-subject knowledge default (watch saturation)", "es": "Multi-subject knowledge default (watch saturation)", "it": "Multi-subject knowledge default (watch saturation)", "fr": "Multi-subject knowledge default (watch saturation)" }, "metric": { "zh": "决策引用率: 96", "en": "Decision citation rate: 96", "de": "Entscheidungs-Zitate: 96", "ja": "意思決定引用率: 96", "es": "Tasa de citas de decisión: 96", "it": "Tasso citazione decisioni: 96", "fr": "Taux de citation décision: 96" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/hendrycks/test", "icon": "assets/icons/gh-hendrycks.jpg" }, { "rank": 6, "name": "GPQA", "reason": { "zh": "难科学问答；「是否真会推理」对照", "en": "Hard science QA; real-reasoning cross-check", "de": "Hard science QA; real-reasoning cross-check", "ja": "Hard science QA; real-reasoning cross-check", "es": "Hard science QA; real-reasoning cross-check", "it": "Hard science QA; real-reasoning cross-check", "fr": "Hard science QA; real-reasoning cross-check" }, "metric": { "zh": "决策引用率: 95", "en": "Decision citation rate: 95", "de": "Entscheidungs-Zitate: 95", "ja": "意思決定引用率: 95", "es": "Tasa de citas de decisión: 95", "it": "Tasso citazione decisioni: 95", "fr": "Taux de citation décision: 95" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/idavidrein/gpqa", "icon": "assets/icons/gh-idavidrein.jpg" }, { "rank": 7, "name": "MATH dataset", "reason": { "zh": "数学推理强度对照", "en": "Math-reasoning strength cross-check", "de": "Math-reasoning strength cross-check", "ja": "Math-reasoning strength cross-check", "es": "Math-reasoning strength cross-check", "it": "Math-reasoning strength cross-check", "fr": "Math-reasoning strength cross-check" }, "metric": { "zh": "决策引用率: 94", "en": "Decision citation rate: 94", "de": "Entscheidungs-Zitate: 94", "ja": "意思決定引用率: 94", "es": "Tasa de citas de decisión: 94", "it": "Tasso citazione decisioni: 94", "fr": "Taux de citation décision: 94" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/hendrycks/math", "icon": "assets/icons/gh-hendrycks.jpg" }, { "rank": 8, "name": "HELM (Stanford CRFM)", "reason": { "zh": "多场景可复现学术评测框架", "en": "Multi-scenario reproducible academic eval framework", "de": "Multi-scenario reproducible academic eval framework", "ja": "Multi-scenario reproducible academic eval framework", "es": "Multi-scenario reproducible academic eval framework", "it": "Multi-scenario reproducible academic eval framework", "fr": "Multi-scenario reproducible academic eval framework" }, "metric": { "zh": "决策引用率: 93", "en": "Decision citation rate: 93", "de": "Entscheidungs-Zitate: 93", "ja": "意思決定引用率: 93", "es": "Tasa de citas de decisión: 93", "it": "Tasso citazione decisioni: 93", "fr": "Taux de citation décision: 93" }, "evidence_kind": "catalog_anchor", "url": "https://crfm.stanford.edu/helm/", "icon": "assets/icons/domain-crfm-stanford-edu.png" }, { "rank": 9, "name": "Artificial Analysis", "reason": { "zh": "质量×速度×价格三维采购对照", "en": "Quality×speed×price three-axis purchase view", "de": "Quality×speed×price three-axis purchase view", "ja": "Quality×speed×price three-axis purchase view", "es": "Quality×speed×price three-axis purchase view", "it": "Quality×speed×price three-axis purchase view", "fr": "Quality×speed×price three-axis purchase view" }, "metric": { "zh": "决策引用率: 92", "en": "Decision citation rate: 92", "de": "Entscheidungs-Zitate: 92", "ja": "意思決定引用率: 92", "es": "Tasa de citas de decisión: 92", "it": "Tasso citazione decisioni: 92", "fr": "Taux de citation décision: 92" }, "evidence_kind": "catalog_anchor", "url": "https://artificialanalysis.ai/", "icon": "assets/icons/domain-artificialanalysis-ai.png" }, { "rank": 10, "name": "Open LLM Leaderboard (HF)", "reason": { "zh": "开源权重公开对照入口", "en": "Open-weight public comparison entry", "de": "Open-weight public comparison entry", "ja": "Open-weight public comparison entry", "es": "Open-weight public comparison entry", "it": "Open-weight public comparison entry", "fr": "Open-weight public comparison entry" }, "metric": { "zh": "决策引用率: 91", "en": "Decision citation rate: 91", "de": "Entscheidungs-Zitate: 91", "ja": "意思決定引用率: 91", "es": "Tasa de citas de decisión: 91", "it": "Tasso citazione decisioni: 91", "fr": "Taux de citation décision: 91" }, "evidence_kind": "catalog_anchor", "url": "https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard", "icon": "assets/icons/domain-huggingface-co.png" }, { "rank": 11, "name": "τ-bench (tool-agent)", "reason": { "zh": "工具调用可靠性；agent 产品关键", "en": "Tool-use reliability; critical for agent products", "de": "Tool-use reliability; critical for agent products", "ja": "Tool-use reliability; critical for agent products", "es": "Tool-use reliability; critical for agent products", "it": "Tool-use reliability; critical for agent products", "fr": "Tool-use reliability; critical for agent products" }, "metric": { "zh": "决策引用率: 90", "en": "Decision citation rate: 90", "de": "Entscheidungs-Zitate: 90", "ja": "意思決定引用率: 90", "es": "Tasa de citas de decisión: 90", "it": "Tasso citazione decisioni: 90", "fr": "Taux de citation décision: 90" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/sierra-research/tau-bench", "icon": "assets/icons/gh-sierra-research.png" }, { "rank": 12, "name": "WebArena", "reason": { "zh": "浏览器 agent 任务完成率", "en": "Browser-agent task completion", "de": "Browser-agent task completion", "ja": "Browser-agent task completion", "es": "Browser-agent task completion", "it": "Browser-agent task completion", "fr": "Browser-agent task completion" }, "metric": { "zh": "决策引用率: 89", "en": "Decision citation rate: 89", "de": "Entscheidungs-Zitate: 89", "ja": "意思決定引用率: 89", "es": "Tasa de citas de decisión: 89", "it": "Tasso citazione decisioni: 89", "fr": "Taux de citation décision: 89" }, "evidence_kind": "catalog_anchor", "url": "https://webarena.dev/" }, { "rank": 13, "name": "MMMU benchmark", "reason": { "zh": "多模态理解采购对照", "en": "Multimodal understanding purchase view", "de": "Multimodal understanding purchase view", "ja": "Multimodal understanding purchase view", "es": "Multimodal understanding purchase view", "it": "Multimodal understanding purchase view", "fr": "Multimodal understanding purchase view" }, "metric": { "zh": "决策引用率: 88", "en": "Decision citation rate: 88", "de": "Entscheidungs-Zitate: 88", "ja": "意思決定引用率: 88", "es": "Tasa de citas de decisión: 88", "it": "Tasso citazione decisioni: 88", "fr": "Taux de citation décision: 88" }, "evidence_kind": "catalog_anchor", "url": "https://mmmu-benchmark.github.io/", "icon": "assets/icons/domain-mmmu-benchmark-github-io.png" }, { "rank": 14, "name": "VBench", "reason": { "zh": "视频生成观感与一致性", "en": "Video-gen perception and consistency", "de": "Video-gen perception and consistency", "ja": "Video-gen perception and consistency", "es": "Video-gen perception and consistency", "it": "Video-gen perception and consistency", "fr": "Video-gen perception and consistency" }, "metric": { "zh": "决策引用率: 87", "en": "Decision citation rate: 87", "de": "Entscheidungs-Zitate: 87", "ja": "意思決定引用率: 87", "es": "Tasa de citas de decisión: 87", "it": "Tasso citazione decisioni: 87", "fr": "Taux de citation décision: 87" }, "evidence_kind": "catalog_anchor", "url": "https://vchitect.github.io/VBench-project/" }, { "rank": 15, "name": "Common Voice (ASR data)", "reason": { "zh": "语音识别公开语料/对照入口", "en": "Public ASR corpus/entry point", "de": "Public ASR corpus/entry point", "ja": "Public ASR corpus/entry point", "es": "Public ASR corpus/entry point", "it": "Public ASR corpus/entry point", "fr": "Public ASR corpus/entry point" }, "metric": { "zh": "决策引用率: 86", "en": "Decision citation rate: 86", "de": "Entscheidungs-Zitate: 86", "ja": "意思決定引用率: 86", "es": "Tasa de citas de decisión: 86", "it": "Tasso citazione decisioni: 86", "fr": "Taux de citation décision: 86" }, "evidence_kind": "catalog_anchor", "url": "https://commonvoice.mozilla.org/", "icon": "assets/icons/domain-commonvoice-mozilla-org.png" }, { "rank": 16, "name": "RAGAS", "reason": { "zh": "RAG 答案忠实度与检索质量", "en": "RAG faithfulness and retrieval quality", "de": "RAG faithfulness and retrieval quality", "ja": "RAG faithfulness and retrieval quality", "es": "RAG faithfulness and retrieval quality", "it": "RAG faithfulness and retrieval quality", "fr": "RAG faithfulness and retrieval quality" }, "metric": { "zh": "决策引用率: 85", "en": "Decision citation rate: 85", "de": "Entscheidungs-Zitate: 85", "ja": "意思決定引用率: 85", "es": "Tasa de citas de decisión: 85", "it": "Tasso citazione decisioni: 85", "fr": "Taux de citation décision: 85" }, "evidence_kind": "catalog_anchor", "url": "https://docs.ragas.io/", "icon": "assets/icons/domain-docs-ragas-io.ico" }, { "rank": 17, "name": "AgentBoard", "reason": { "zh": "多 agent 任务综合板", "en": "Multi-agent task composite board", "de": "Multi-agent task composite board", "ja": "Multi-agent task composite board", "es": "Multi-agent task composite board", "it": "Multi-agent task composite board", "fr": "Multi-agent task composite board" }, "metric": { "zh": "决策引用率: 84", "en": "Decision citation rate: 84", "de": "Entscheidungs-Zitate: 84", "ja": "意思決定引用率: 84", "es": "Tasa de citas de decisión: 84", "it": "Tasso citazione decisioni: 84", "fr": "Taux de citation décision: 84" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/hkust-nlp/AgentBoard", "icon": "assets/icons/gh-hkust-nlp.jpg" }, { "rank": 18, "name": "BIG-bench", "reason": { "zh": "上一代综合能力对照（遗产尺子）", "en": "Prior-gen composite ability (legacy yardstick)", "de": "Prior-gen composite ability (legacy yardstick)", "ja": "Prior-gen composite ability (legacy yardstick)", "es": "Prior-gen composite ability (legacy yardstick)", "it": "Prior-gen composite ability (legacy yardstick)", "fr": "Prior-gen composite ability (legacy yardstick)" }, "metric": { "zh": "决策引用率: 83", "en": "Decision citation rate: 83", "de": "Entscheidungs-Zitate: 83", "ja": "意思決定引用率: 83", "es": "Tasa de citas de decisión: 83", "it": "Tasso citazione decisioni: 83", "fr": "Taux de citation décision: 83" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/google/BIG-bench", "icon": "assets/icons/gh-google.png" }, { "rank": 19, "name": "MLPerf Inference", "reason": { "zh": "硬件/服务吞吐的产业尺子", "en": "Hardware/serving throughput industry yardstick", "de": "Hardware/serving throughput industry yardstick", "ja": "Hardware/serving throughput industry yardstick", "es": "Hardware/serving throughput industry yardstick", "it": "Hardware/serving throughput industry yardstick", "fr": "Hardware/serving throughput industry yardstick" }, "metric": { "zh": "决策引用率: 82", "en": "Decision citation rate: 82", "de": "Entscheidungs-Zitate: 82", "ja": "意思決定引用率: 82", "es": "Tasa de citas de decisión: 82", "it": "Tasso citazione decisioni: 82", "fr": "Taux de citation décision: 82" }, "evidence_kind": "catalog_anchor", "url": "https://mlcommons.org/benchmarks/", "icon": "assets/icons/domain-mlcommons-org.png" }, { "rank": 20, "name": "LMSYS Chatbot Arena paper", "reason": { "zh": "Arena 方法论文（如何读 Elo）", "en": "Arena methodology paper (how to read Elo)", "de": "Arena methodology paper (how to read Elo)", "ja": "Arena methodology paper (how to read Elo)", "es": "Arena methodology paper (how to read Elo)", "it": "Arena methodology paper (how to read Elo)", "fr": "Arena methodology paper (how to read Elo)" }, "metric": { "zh": "决策引用率: 81", "en": "Decision citation rate: 81", "de": "Entscheidungs-Zitate: 81", "ja": "意思決定引用率: 81", "es": "Tasa de citas de decisión: 81", "it": "Tasso citazione decisioni: 81", "fr": "Taux de citation décision: 81" }, "evidence_kind": "catalog_anchor", "url": "https://arxiv.org/abs/2403.04132", "icon": "assets/icons/domain-arxiv-org.png" } ], "sources": [ { "label": "LM Arena / Chatbot Arena", "url": "https://arena.ai/leaderboard", "kind": "leaderboard", "note": { "zh": "公开对战 Text/Code/Agent Elo 榜", "en": "Public Text/Code/Agent arena Elo boards", "de": "Public Text/Code/Agent arena Elo boards", "ja": "Public Text/Code/Agent arena Elo boards", "es": "Public Text/Code/Agent arena Elo boards", "it": "Public Text/Code/Agent arena Elo boards", "fr": "Public Text/Code/Agent arena Elo boards" } }, { "label": "SWE-bench", "url": "https://www.swebench.com/", "kind": "leaderboard", "note": { "zh": "软件工程任务公开榜", "en": "Public software-engineering task board", "de": "Public software-engineering task board", "ja": "Public software-engineering task board", "es": "Public software-engineering task board", "it": "Public software-engineering task board", "fr": "Public software-engineering task board" } }, { "label": "HELM (Stanford CRFM)", "url": "https://crfm.stanford.edu/helm/", "kind": "leaderboard", "note": { "zh": "学术多场景评测", "en": "Academic multi-scenario evaluation", "de": "Academic multi-scenario evaluation", "ja": "Academic multi-scenario evaluation", "es": "Academic multi-scenario evaluation", "it": "Academic multi-scenario evaluation", "fr": "Academic multi-scenario evaluation" } }, { "label": "Artificial Analysis", "url": "https://artificialanalysis.ai/", "kind": "leaderboard", "note": { "zh": "质量×速度×价格对照", "en": "Quality×speed×price comparison", "de": "Quality×speed×price comparison", "ja": "Quality×speed×price comparison", "es": "Quality×speed×price comparison", "it": "Quality×speed×price comparison", "fr": "Quality×speed×price comparison" } }, { "label": "MLPerf", "url": "https://mlcommons.org/benchmarks/", "kind": "leaderboard", "note": { "zh": "产业硬件/推理吞吐尺子", "en": "Industry hardware/inference throughput yardstick", "de": "Industry hardware/inference throughput yardstick", "ja": "Industry hardware/inference throughput yardstick", "es": "Industry hardware/inference throughput yardstick", "it": "Industry hardware/inference throughput yardstick", "fr": "Industry hardware/inference throughput yardstick" } } ], "cover": { "path": "assets/theme-buyer-benchmarks.webp", "file": "theme-buyer-benchmarks.webp", "generator": "grok-imagine" } }, { "id": "product-hunt", "i18n": { "zh": { "title": "Product Hunt · AI 产品索引", "subtitle": "启动/分发面上常被点名的 AI 产品——每条可点官网", "metric_label": "分发热度" }, "en": { "title": "Product Hunt · AI Product Index", "subtitle": "AI products often named on launch/distribution surfaces — each row links home", "metric_label": "Distribution heat" }, "de": { "title": "Product Hunt · AI-Produktindex", "subtitle": "AI-Produkte auf Launch-Flächen — jede Zeile verlinkt Home", "metric_label": "Distributions-Heat" }, "ja": { "title": "Product Hunt · AIプロダクト索引", "subtitle": "ローンチ面でよく名指しされるAI製品——各行ホームリンク", "metric_label": "流通ヒート" }, "es": { "title": "Product Hunt · índice de producto AI", "subtitle": "Productos AI en superficies de launch — cada fila enlaza home", "metric_label": "Calor de distribución" }, "it": { "title": "Product Hunt · indice prodotti AI", "subtitle": "Prodotti AI sulle superfici di launch — ogni riga punta home", "metric_label": "Heat distribuzione" }, "fr": { "title": "Product Hunt · index produits IA", "subtitle": "Produits IA sur les surfaces de launch — chaque ligne lie home", "metric_label": "Chaleur distribution" } }, "count": 20, "items": [ { "rank": 1, "name": "ChatGPT", "reason": { "zh": "对话默认入口；PH/媒体启动叙事中心", "en": "Default chat entry; launch-narrative center", "de": "Default chat entry; launch-narrative center", "ja": "Default chat entry; launch-narrative center", "es": "Default chat entry; launch-narrative center", "it": "Default chat entry; launch-narrative center", "fr": "Default chat entry; launch-narrative center" }, "metric": { "zh": "分发热度: 100", "en": "Distribution heat: 100", "de": "Distributions-Heat: 100", "ja": "流通ヒート: 100", "es": "Calor de distribución: 100", "it": "Heat distribuzione: 100", "fr": "Chaleur distribution: 100" }, "evidence_kind": "catalog_anchor", "x_handle": "@OpenAI", "x_url": "https://x.com/OpenAI", "url": "https://github.com/openai", "icon": "assets/icons/x-openai.jpg" }, { "rank": 2, "name": "Claude", "reason": { "zh": "长文/编码对话产品面", "en": "Long-form/coding chat product surface", "de": "Long-form/coding chat product surface", "ja": "Long-form/coding chat product surface", "es": "Long-form/coding chat product surface", "it": "Long-form/coding chat product surface", "fr": "Long-form/coding chat product surface" }, "metric": { "zh": "分发热度: 99", "en": "Distribution heat: 99", "de": "Distributions-Heat: 99", "ja": "流通ヒート: 99", "es": "Calor de distribución: 99", "it": "Heat distribuzione: 99", "fr": "Chaleur distribution: 99" }, "evidence_kind": "catalog_anchor", "x_handle": "@AnthropicAI", "x_url": "https://x.com/AnthropicAI", "url": "https://www.anthropic.com/claude", "icon": "assets/icons/x-anthropicai.jpg" }, { "rank": 3, "name": "Cursor", "reason": { "zh": "AI IDE 启动期到主流的代表路径", "en": "AI IDE path from launch to mainstream", "de": "AI IDE path from launch to mainstream", "ja": "AI IDE path from launch to mainstream", "es": "AI IDE path from launch to mainstream", "it": "AI IDE path from launch to mainstream", "fr": "AI IDE path from launch to mainstream" }, "metric": { "zh": "分发热度: 98", "en": "Distribution heat: 98", "de": "Distributions-Heat: 98", "ja": "流通ヒート: 98", "es": "Calor de distribución: 98", "it": "Heat distribuzione: 98", "fr": "Chaleur distribution: 98" }, "evidence_kind": "catalog_anchor", "x_handle": "@cursor_ai", "x_url": "https://x.com/cursor_ai", "url": "https://cursor.com/", "icon": "assets/icons/domain-cursor-com.png" }, { "rank": 4, "name": "Perplexity", "reason": { "zh": "检索原生答案引擎；分发叙事强", "en": "Retrieval-native answer engine; strong distribution narrative", "de": "Retrieval-native answer engine; strong distribution narrative", "ja": "Retrieval-native answer engine; strong distribution narrative", "es": "Retrieval-native answer engine; strong distribution narrative", "it": "Retrieval-native answer engine; strong distribution narrative", "fr": "Retrieval-native answer engine; strong distribution narrative" }, "metric": { "zh": "分发热度: 97", "en": "Distribution heat: 97", "de": "Distributions-Heat: 97", "ja": "流通ヒート: 97", "es": "Calor de distribución: 97", "it": "Heat distribuzione: 97", "fr": "Chaleur distribution: 97" }, "evidence_kind": "catalog_anchor", "x_handle": "@perplexity_ai", "x_url": "https://x.com/perplexity_ai", "url": "https://github.com/ppl-ai", "icon": "assets/icons/domain-perplexity-ai.png" }, { "rank": 5, "name": "v0 (Vercel)", "reason": { "zh": "UI 生成→可部署的启动产品模板", "en": "UI-gen→deployable launch product template", "de": "UI-gen→deployable launch product template", "ja": "UI-gen→deployable launch product template", "es": "UI-gen→deployable launch product template", "it": "UI-gen→deployable launch product template", "fr": "UI-gen→deployable launch product template" }, "metric": { "zh": "分发热度: 96", "en": "Distribution heat: 96", "de": "Distributions-Heat: 96", "ja": "流通ヒート: 96", "es": "Calor de distribución: 96", "it": "Heat distribuzione: 96", "fr": "Chaleur distribution: 96" }, "evidence_kind": "catalog_anchor", "x_handle": "@vercel", "x_url": "https://x.com/vercel", "url": "https://v0.dev/", "icon": "assets/icons/domain-v0-app.png" }, { "rank": 6, "name": "Lovable", "reason": { "zh": "自然语言→全栈 app 的 PH 热产品形态", "en": "NL→full-stack app PH-hot product shape", "de": "NL→full-stack app PH-hot product shape", "ja": "NL→full-stack app PH-hot product shape", "es": "NL→full-stack app PH-hot product shape", "it": "NL→full-stack app PH-hot product shape", "fr": "NL→full-stack app PH-hot product shape" }, "metric": { "zh": "分发热度: 95", "en": "Distribution heat: 95", "de": "Distributions-Heat: 95", "ja": "流通ヒート: 95", "es": "Calor de distribución: 95", "it": "Heat distribuzione: 95", "fr": "Chaleur distribution: 95" }, "evidence_kind": "catalog_anchor", "x_handle": "@Lovable", "x_url": "https://x.com/Lovable", "url": "https://lovable.dev/", "icon": "assets/icons/domain-lovable-dev.jpg" }, { "rank": 7, "name": "Bolt.new", "reason": { "zh": "浏览器内一键全栈原型", "en": "In-browser one-shot full-stack prototypes", "de": "In-browser one-shot full-stack prototypes", "ja": "In-browser one-shot full-stack prototypes", "es": "In-browser one-shot full-stack prototypes", "it": "In-browser one-shot full-stack prototypes", "fr": "In-browser one-shot full-stack prototypes" }, "metric": { "zh": "分发热度: 94", "en": "Distribution heat: 94", "de": "Distributions-Heat: 94", "ja": "流通ヒート: 94", "es": "Calor de distribución: 94", "it": "Heat distribuzione: 94", "fr": "Chaleur distribution: 94" }, "evidence_kind": "catalog_anchor", "x_handle": "@boltdotnew", "x_url": "https://x.com/boltdotnew", "url": "https://bolt.new/", "icon": "assets/icons/domain-bolt-new.png" }, { "rank": 8, "name": "Gamma", "reason": { "zh": "AI 演示文稿/文档启动工具", "en": "AI decks/docs launch tool", "de": "AI decks/docs launch tool", "ja": "AI decks/docs launch tool", "es": "AI decks/docs launch tool", "it": "AI decks/docs launch tool", "fr": "AI decks/docs launch tool" }, "metric": { "zh": "分发热度: 93", "en": "Distribution heat: 93", "de": "Distributions-Heat: 93", "ja": "流通ヒート: 93", "es": "Calor de distribución: 93", "it": "Heat distribuzione: 93", "fr": "Chaleur distribution: 93" }, "evidence_kind": "catalog_anchor", "x_handle": "@gammaapp", "x_url": "https://x.com/gammaapp", "url": "https://www.producthunt.com/topics/artificial-intelligence", "icon": "assets/icons/domain-gamma-app.jpg" }, { "rank": 9, "name": "Notion AI", "reason": { "zh": "工作区原生写作/问答", "en": "Workspace-native writing/Q&A", "de": "Workspace-native writing/Q&A", "ja": "Workspace-native writing/Q&A", "es": "Workspace-native writing/Q&A", "it": "Workspace-native writing/Q&A", "fr": "Workspace-native writing/Q&A" }, "metric": { "zh": "分发热度: 92", "en": "Distribution heat: 92", "de": "Distributions-Heat: 92", "ja": "流通ヒート: 92", "es": "Calor de distribución: 92", "it": "Heat distribuzione: 92", "fr": "Chaleur distribution: 92" }, "evidence_kind": "catalog_anchor", "x_handle": "@NotionHQ", "x_url": "https://x.com/NotionHQ", "url": "https://www.notion.com/product/ai", "icon": "assets/icons/domain-notion-so.png" }, { "rank": 10, "name": "Raycast AI", "reason": { "zh": "启动器内 AI 命令层", "en": "Launcher-native AI command layer", "de": "Launcher-native AI command layer", "ja": "Launcher-native AI command layer", "es": "Launcher-native AI command layer", "it": "Launcher-native AI command layer", "fr": "Launcher-native AI command layer" }, "metric": { "zh": "分发热度: 91", "en": "Distribution heat: 91", "de": "Distributions-Heat: 91", "ja": "流通ヒート: 91", "es": "Calor de distribución: 91", "it": "Heat distribuzione: 91", "fr": "Chaleur distribution: 91" }, "evidence_kind": "catalog_anchor", "x_handle": "@raycastapp", "x_url": "https://x.com/raycastapp", "url": "https://www.raycast.com/", "icon": "assets/icons/domain-raycast-com.png" }, { "rank": 11, "name": "Linear", "reason": { "zh": "工程项目管理 + AI 辅助", "en": "Eng project management + AI assist", "de": "Eng project management + AI assist", "ja": "Eng project management + AI assist", "es": "Eng project management + AI assist", "it": "Eng project management + AI assist", "fr": "Eng project management + AI assist" }, "metric": { "zh": "分发热度: 90", "en": "Distribution heat: 90", "de": "Distributions-Heat: 90", "ja": "流通ヒート: 90", "es": "Calor de distribución: 90", "it": "Heat distribuzione: 90", "fr": "Chaleur distribution: 90" }, "evidence_kind": "catalog_anchor", "x_handle": "@linear", "x_url": "https://x.com/linear", "url": "https://linear.app/", "icon": "assets/icons/domain-linear-app.png" }, { "rank": 12, "name": "ElevenLabs", "reason": { "zh": "语音生成/克隆产品面", "en": "Voice gen/clone product surface", "de": "Voice gen/clone product surface", "ja": "Voice gen/clone product surface", "es": "Voice gen/clone product surface", "it": "Voice gen/clone product surface", "fr": "Voice gen/clone product surface" }, "metric": { "zh": "分发热度: 89", "en": "Distribution heat: 89", "de": "Distributions-Heat: 89", "ja": "流通ヒート: 89", "es": "Calor de distribución: 89", "it": "Heat distribuzione: 89", "fr": "Chaleur distribution: 89" }, "evidence_kind": "catalog_anchor", "x_handle": "@ElevenLabs", "x_url": "https://x.com/ElevenLabs", "url": "https://elevenlabs.io/", "icon": "assets/icons/domain-elevenlabs-io.png" }, { "rank": 13, "name": "Suno", "reason": { "zh": "大众音乐生成启动爆款形态", "en": "Mass-market music-gen launch breakout shape", "de": "Mass-market music-gen launch breakout shape", "ja": "Mass-market music-gen launch breakout shape", "es": "Mass-market music-gen launch breakout shape", "it": "Mass-market music-gen launch breakout shape", "fr": "Mass-market music-gen launch breakout shape" }, "metric": { "zh": "分发热度: 88", "en": "Distribution heat: 88", "de": "Distributions-Heat: 88", "ja": "流通ヒート: 88", "es": "Calor de distribución: 88", "it": "Heat distribuzione: 88", "fr": "Chaleur distribution: 88" }, "evidence_kind": "catalog_anchor", "x_handle": "@SunoMusic", "x_url": "https://x.com/SunoMusic", "url": "https://suno.com/", "icon": "assets/icons/domain-suno-com.png" }, { "rank": 14, "name": "Runway", "reason": { "zh": "创作者视频生成工具栈", "en": "Creator video-gen tool stack", "de": "Creator video-gen tool stack", "ja": "Creator video-gen tool stack", "es": "Creator video-gen tool stack", "it": "Creator video-gen tool stack", "fr": "Creator video-gen tool stack" }, "metric": { "zh": "分发热度: 87", "en": "Distribution heat: 87", "de": "Distributions-Heat: 87", "ja": "流通ヒート: 87", "es": "Calor de distribución: 87", "it": "Heat distribuzione: 87", "fr": "Chaleur distribution: 87" }, "evidence_kind": "catalog_anchor", "x_handle": "@runwayml", "x_url": "https://x.com/runwayml", "url": "https://runwayml.com/", "icon": "assets/icons/domain-runway-com.jpg" }, { "rank": 15, "name": "Ideogram", "reason": { "zh": "图内文字友好的图像产品", "en": "Text-in-image friendly image product", "de": "Text-in-image friendly image product", "ja": "Text-in-image friendly image product", "es": "Text-in-image friendly image product", "it": "Text-in-image friendly image product", "fr": "Text-in-image friendly image product" }, "metric": { "zh": "分发热度: 86", "en": "Distribution heat: 86", "de": "Distributions-Heat: 86", "ja": "流通ヒート: 86", "es": "Calor de distribución: 86", "it": "Heat distribuzione: 86", "fr": "Chaleur distribution: 86" }, "evidence_kind": "catalog_anchor", "x_handle": "@ideogram_ai", "x_url": "https://x.com/ideogram_ai", "url": "https://replicate.com/collections/text-to-image", "icon": "assets/icons/domain-ideogram-ai.png" }, { "rank": 16, "name": "Replicate", "reason": { "zh": "模型即 API 市场；开发者分发", "en": "Model-as-API marketplace; dev distribution", "de": "Model-as-API marketplace; dev distribution", "ja": "Model-as-API marketplace; dev distribution", "es": "Model-as-API marketplace; dev distribution", "it": "Model-as-API marketplace; dev distribution", "fr": "Model-as-API marketplace; dev distribution" }, "metric": { "zh": "分发热度: 85", "en": "Distribution heat: 85", "de": "Distributions-Heat: 85", "ja": "流通ヒート: 85", "es": "Calor de distribución: 85", "it": "Heat distribuzione: 85", "fr": "Chaleur distribution: 85" }, "evidence_kind": "catalog_anchor", "x_handle": "@replicate", "x_url": "https://x.com/replicate", "url": "https://replicate.com/", "icon": "assets/icons/domain-replicate-com.jpg" }, { "rank": 17, "name": "Hugging Face", "reason": { "zh": "模型/Spaces 社区分发枢纽", "en": "Model/Spaces community distribution hub", "de": "Model/Spaces community distribution hub", "ja": "Model/Spaces community distribution hub", "es": "Model/Spaces community distribution hub", "it": "Model/Spaces community distribution hub", "fr": "Model/Spaces community distribution hub" }, "metric": { "zh": "分发热度: 84", "en": "Distribution heat: 84", "de": "Distributions-Heat: 84", "ja": "流通ヒート: 84", "es": "Calor de distribución: 84", "it": "Heat distribuzione: 84", "fr": "Chaleur distribution: 84" }, "evidence_kind": "catalog_anchor", "x_handle": "@huggingface", "x_url": "https://x.com/huggingface", "url": "https://huggingface.co/", "icon": "assets/icons/domain-huggingface-co.png" }, { "rank": 18, "name": "Descript", "reason": { "zh": "按文稿剪辑的音视频产品", "en": "Transcript-first A/V product", "de": "Transcript-first A/V product", "ja": "Transcript-first A/V product", "es": "Transcript-first A/V product", "it": "Transcript-first A/V product", "fr": "Transcript-first A/V product" }, "metric": { "zh": "分发热度: 83", "en": "Distribution heat: 83", "de": "Distributions-Heat: 83", "ja": "流通ヒート: 83", "es": "Calor de distribución: 83", "it": "Heat distribuzione: 83", "fr": "Chaleur distribution: 83" }, "evidence_kind": "catalog_anchor", "x_handle": "@descript", "x_url": "https://x.com/descript", "url": "https://www.descript.com/", "icon": "assets/icons/domain-descript-com.png" }, { "rank": 19, "name": "Midjourney", "reason": { "zh": "审美静帧生成的大众入口（主站常拦 bot，改用可点图像 API 面）", "en": "Aesthetic still-gen mass entry (main site often bot-walled)", "de": "Aesthetic still-gen mass entry (main site often bot-walled)", "ja": "Aesthetic still-gen mass entry (main site often bot-walled)", "es": "Aesthetic still-gen mass entry (main site often bot-walled)", "it": "Aesthetic still-gen mass entry (main site often bot-walled)", "fr": "Aesthetic still-gen mass entry (main site often bot-walled)" }, "metric": { "zh": "分发热度: 82", "en": "Distribution heat: 82", "de": "Distributions-Heat: 82", "ja": "流通ヒート: 82", "es": "Calor de distribución: 82", "it": "Heat distribuzione: 82", "fr": "Chaleur distribution: 82" }, "evidence_kind": "catalog_anchor", "x_handle": "@midjourney", "x_url": "https://x.com/midjourney", "url": "https://replicate.com/collections/text-to-image", "icon": "assets/icons/domain-midjourney-com.png" }, { "rank": 20, "name": "Product Hunt AI topic", "reason": { "zh": "AI 新品启动总索引（主题页）", "en": "Master index of AI launches (topic page)", "de": "Master index of AI launches (topic page)", "ja": "Master index of AI launches (topic page)", "es": "Master index of AI launches (topic page)", "it": "Master index of AI launches (topic page)", "fr": "Master index of AI launches (topic page)" }, "metric": { "zh": "分发热度: 81", "en": "Distribution heat: 81", "de": "Distributions-Heat: 81", "ja": "流通ヒート: 81", "es": "Calor de distribución: 81", "it": "Heat distribuzione: 81", "fr": "Chaleur distribution: 81" }, "evidence_kind": "catalog_anchor", "x_handle": "@ProductHunt", "x_url": "https://x.com/ProductHunt", "url": "https://www.producthunt.com/topics/artificial-intelligence", "icon": "assets/icons/domain-producthunt-com.png" } ], "sources": [ { "label": "Product Hunt · Artificial Intelligence", "url": "https://www.producthunt.com/topics/artificial-intelligence", "kind": "trusted_site", "note": { "zh": "AI 新品启动总索引", "en": "Master index of AI product launches", "de": "Master index of AI product launches", "ja": "Master index of AI product launches", "es": "Master index of AI product launches", "it": "Master index of AI product launches", "fr": "Master index of AI product launches" } }, { "label": "Product Hunt · AI homepage", "url": "https://www.producthunt.com/", "kind": "trusted_site", "note": { "zh": "启动面总入口", "en": "Launch-surface home", "de": "Launch-surface home", "ja": "Launch-surface home", "es": "Launch-surface home", "it": "Launch-surface home", "fr": "Launch-surface home" } }, { "label": "Product Hunt on X", "url": "https://x.com/ProductHunt", "kind": "trusted_site", "note": { "zh": "PH 官方 X", "en": "Official Product Hunt X", "de": "Official Product Hunt X", "ja": "Official Product Hunt X", "es": "Official Product Hunt X", "it": "Official Product Hunt X", "fr": "Official Product Hunt X" } }, { "label": "Y Combinator Library (launch context)", "url": "https://www.ycombinator.com/library", "kind": "report", "note": { "zh": "启动/增长叙事对照读物", "en": "Launch/growth narrative cross-reads", "de": "Launch/growth narrative cross-reads", "ja": "Launch/growth narrative cross-reads", "es": "Launch/growth narrative cross-reads", "it": "Launch/growth narrative cross-reads", "fr": "Launch/growth narrative cross-reads" } } ], "cover": { "path": "assets/theme-product-hunt.webp", "file": "theme-product-hunt.webp", "generator": "grok-imagine" } }, { "id": "appstore-ai", "i18n": { "zh": { "title": "Apple App Store · AI App 索引", "subtitle": "iOS 上高频 AI 消费入口——每条可点 App Store 页（编辑地图，非实时总榜）", "metric_label": "商店可见度" }, "en": { "title": "Apple App Store · AI App Index", "subtitle": "High-frequency iOS AI consumer entries — each row links App Store (editorial map, not live chart)", "metric_label": "Store visibility" }, "de": { "title": "Apple App Store · AI-App-Index", "subtitle": "iOS-AI-Consumer-Apps — jeder Link App Store", "metric_label": "Store-Sichtbarkeit" }, "ja": { "title": "Apple App Store · AIアプリ索引", "subtitle": "iOSの主要AI入口——各行App Storeリンク", "metric_label": "ストア可視性" }, "es": { "title": "Apple App Store · índice apps AI", "subtitle": "Entradas AI iOS — cada fila enlaza App Store", "metric_label": "Visibilidad store" }, "it": { "title": "Apple App Store · indice app AI", "subtitle": "Ingressi AI iOS — ogni riga punta App Store", "metric_label": "Visibilità store" }, "fr": { "title": "Apple App Store · index apps IA", "subtitle": "Entrées IA iOS — chaque ligne lie App Store", "metric_label": "Visibilité store" } }, "count": 20, "items": [ { "rank": 1, "name": "ChatGPT", "reason": { "zh": "对话默认消费入口", "en": "Default consumer chat entry", "de": "Default consumer chat entry", "ja": "Default consumer chat entry", "es": "Default consumer chat entry", "it": "Default consumer chat entry", "fr": "Default consumer chat entry" }, "metric": { "zh": "商店可见度: 100", "en": "Store visibility: 100", "de": "Store-Sichtbarkeit: 100", "ja": "ストア可視性: 100", "es": "Visibilidad store: 100", "it": "Visibilità store: 100", "fr": "Visibilité store: 100" }, "evidence_kind": "catalog_anchor", "x_handle": "@OpenAI", "x_url": "https://x.com/OpenAI", "url": "https://apps.apple.com/us/app/chatgpt/id6448311069", "icon": "assets/icons/x-openai.jpg" }, { "rank": 2, "name": "Claude by Anthropic", "reason": { "zh": "长文/编码助手 iOS 面", "en": "Long-form/coding assistant on iOS", "de": "Long-form/coding assistant on iOS", "ja": "Long-form/coding assistant on iOS", "es": "Long-form/coding assistant on iOS", "it": "Long-form/coding assistant on iOS", "fr": "Long-form/coding assistant on iOS" }, "metric": { "zh": "商店可见度: 99", "en": "Store visibility: 99", "de": "Store-Sichtbarkeit: 99", "ja": "ストア可視性: 99", "es": "Visibilidad store: 99", "it": "Visibilità store: 99", "fr": "Visibilité store: 99" }, "evidence_kind": "catalog_anchor", "x_handle": "@AnthropicAI", "x_url": "https://x.com/AnthropicAI", "url": "https://apps.apple.com/us/app/claude-by-anthropic/id6473753684", "icon": "assets/icons/x-anthropicai.jpg" }, { "rank": 3, "name": "Google Gemini", "reason": { "zh": "Google 多模态助手入口", "en": "Google multimodal assistant entry", "de": "Google multimodal assistant entry", "ja": "Google multimodal assistant entry", "es": "Google multimodal assistant entry", "it": "Google multimodal assistant entry", "fr": "Google multimodal assistant entry" }, "metric": { "zh": "商店可见度: 98", "en": "Store visibility: 98", "de": "Store-Sichtbarkeit: 98", "ja": "ストア可視性: 98", "es": "Visibilidad store: 98", "it": "Visibilità store: 98", "fr": "Visibilité store: 98" }, "evidence_kind": "catalog_anchor", "x_handle": "@Google", "x_url": "https://x.com/Google", "url": "https://apps.apple.com/us/app/google-gemini/id6479415132", "icon": "assets/icons/domain-gemini-google-com.png" }, { "rank": 4, "name": "Microsoft Copilot", "reason": { "zh": "微软助手 + 系统集成叙事", "en": "Microsoft assistant + OS integration narrative", "de": "Microsoft assistant + OS integration narrative", "ja": "Microsoft assistant + OS integration narrative", "es": "Microsoft assistant + OS integration narrative", "it": "Microsoft assistant + OS integration narrative", "fr": "Microsoft assistant + OS integration narrative" }, "metric": { "zh": "商店可见度: 97", "en": "Store visibility: 97", "de": "Store-Sichtbarkeit: 97", "ja": "ストア可視性: 97", "es": "Visibilidad store: 97", "it": "Visibilità store: 97", "fr": "Visibilité store: 97" }, "evidence_kind": "catalog_anchor", "x_handle": "@Microsoft", "x_url": "https://x.com/Microsoft", "url": "https://apps.apple.com/us/app/microsoft-copilot/id6472538445", "icon": "assets/icons/domain-copilot-microsoft-com.jpg" }, { "rank": 5, "name": "Grok", "reason": { "zh": "xAI 助手；X 生态分发", "en": "xAI assistant; X-ecosystem distribution", "de": "xAI assistant; X-ecosystem distribution", "ja": "xAI assistant; X-ecosystem distribution", "es": "xAI assistant; X-ecosystem distribution", "it": "xAI assistant; X-ecosystem distribution", "fr": "xAI assistant; X-ecosystem distribution" }, "metric": { "zh": "商店可见度: 96", "en": "Store visibility: 96", "de": "Store-Sichtbarkeit: 96", "ja": "ストア可視性: 96", "es": "Visibilidad store: 96", "it": "Visibilità store: 96", "fr": "Visibilité store: 96" }, "evidence_kind": "catalog_anchor", "x_handle": "@xai", "x_url": "https://x.com/xai", "url": "https://apps.apple.com/us/app/grok/id6670324846", "icon": "assets/icons/domain-grok-com.png" }, { "rank": 6, "name": "Perplexity", "reason": { "zh": "检索原生问答移动入口", "en": "Retrieval-native Q&A mobile entry", "de": "Retrieval-native Q&A mobile entry", "ja": "Retrieval-native Q&A mobile entry", "es": "Retrieval-native Q&A mobile entry", "it": "Retrieval-native Q&A mobile entry", "fr": "Retrieval-native Q&A mobile entry" }, "metric": { "zh": "商店可见度: 95", "en": "Store visibility: 95", "de": "Store-Sichtbarkeit: 95", "ja": "ストア可視性: 95", "es": "Visibilidad store: 95", "it": "Visibilità store: 95", "fr": "Visibilité store: 95" }, "evidence_kind": "catalog_anchor", "x_handle": "@perplexity_ai", "x_url": "https://x.com/perplexity_ai", "url": "https://apps.apple.com/us/app/perplexity-ai/id1668000334", "icon": "assets/icons/domain-perplexity-ai.png" }, { "rank": 7, "name": "Character.AI", "reason": { "zh": "角色对话消费爆款形态", "en": "Character-chat consumer breakout shape", "de": "Character-chat consumer breakout shape", "ja": "Character-chat consumer breakout shape", "es": "Character-chat consumer breakout shape", "it": "Character-chat consumer breakout shape", "fr": "Character-chat consumer breakout shape" }, "metric": { "zh": "商店可见度: 94", "en": "Store visibility: 94", "de": "Store-Sichtbarkeit: 94", "ja": "ストア可視性: 94", "es": "Visibilidad store: 94", "it": "Visibilità store: 94", "fr": "Visibilité store: 94" }, "evidence_kind": "catalog_anchor", "x_handle": "@character_ai", "x_url": "https://x.com/character_ai", "url": "https://apps.apple.com/us/app/character-ai/id1620511206", "icon": "assets/icons/domain-character-ai.png" }, { "rank": 8, "name": "PhotoRoom AI Photo Editor", "reason": { "zh": "电商/抠图 AI 修图", "en": "E-commerce/cutout AI photo edit", "de": "E-commerce/cutout AI photo edit", "ja": "E-commerce/cutout AI photo edit", "es": "E-commerce/cutout AI photo edit", "it": "E-commerce/cutout AI photo edit", "fr": "E-commerce/cutout AI photo edit" }, "metric": { "zh": "商店可见度: 93", "en": "Store visibility: 93", "de": "Store-Sichtbarkeit: 93", "ja": "ストア可視性: 93", "es": "Visibilidad store: 93", "it": "Visibilità store: 93", "fr": "Visibilité store: 93" }, "evidence_kind": "catalog_anchor", "url": "https://apps.apple.com/us/app/photoroom-ai-photo-editor/id1455009060", "icon": "assets/icons/itunes-1455009060.jpg" }, { "rank": 9, "name": "Remini – AI Photo Enhancer", "reason": { "zh": "老照片超分增强爆款", "en": "Photo upscale/enhance breakout", "de": "Photo upscale/enhance breakout", "ja": "Photo upscale/enhance breakout", "es": "Photo upscale/enhance breakout", "it": "Photo upscale/enhance breakout", "fr": "Photo upscale/enhance breakout" }, "metric": { "zh": "商店可见度: 92", "en": "Store visibility: 92", "de": "Store-Sichtbarkeit: 92", "ja": "ストア可視性: 92", "es": "Visibilidad store: 92", "it": "Visibilità store: 92", "fr": "Visibilité store: 92" }, "evidence_kind": "catalog_anchor", "url": "https://apps.apple.com/us/app/remini-ai-photo-enhancer/id1474821461", "icon": "assets/icons/domain-remini-ai.png" }, { "rank": 10, "name": "Lensa: AI Photo & Video Editor", "reason": { "zh": "人像风格化 AI 编辑", "en": "Portrait stylization AI editor", "de": "Portrait stylization AI editor", "ja": "Portrait stylization AI editor", "es": "Portrait stylization AI editor", "it": "Portrait stylization AI editor", "fr": "Portrait stylization AI editor" }, "metric": { "zh": "商店可见度: 91", "en": "Store visibility: 91", "de": "Store-Sichtbarkeit: 91", "ja": "ストア可視性: 91", "es": "Visibilidad store: 91", "it": "Visibilità store: 91", "fr": "Visibilité store: 91" }, "evidence_kind": "catalog_anchor", "url": "https://apps.apple.com/us/app/lensa-ai-photo-video-editor/id1436732536", "icon": "assets/icons/itunes-1436732536.jpg" }, { "rank": 11, "name": "FaceApp: Face Editor", "reason": { "zh": "人脸变换类 AI 滤镜", "en": "Face-transform AI filters", "de": "Face-transform AI filters", "ja": "Face-transform AI filters", "es": "Face-transform AI filters", "it": "Face-transform AI filters", "fr": "Face-transform AI filters" }, "metric": { "zh": "商店可见度: 90", "en": "Store visibility: 90", "de": "Store-Sichtbarkeit: 90", "ja": "ストア可視性: 90", "es": "Visibilidad store: 90", "it": "Visibilità store: 90", "fr": "Visibilité store: 90" }, "evidence_kind": "catalog_anchor", "url": "https://apps.apple.com/us/app/faceapp-face-editor/id1180884341", "icon": "assets/icons/itunes-1180884341.jpg" }, { "rank": 12, "name": "CapCut – Video Editor", "reason": { "zh": "短视频剪辑 + AI 能力", "en": "Short-video edit + AI features", "de": "Short-video edit + AI features", "ja": "Short-video edit + AI features", "es": "Short-video edit + AI features", "it": "Short-video edit + AI features", "fr": "Short-video edit + AI features" }, "metric": { "zh": "商店可见度: 89", "en": "Store visibility: 89", "de": "Store-Sichtbarkeit: 89", "ja": "ストア可視性: 89", "es": "Visibilidad store: 89", "it": "Visibilità store: 89", "fr": "Visibilité store: 89" }, "evidence_kind": "catalog_anchor", "url": "https://apps.apple.com/us/app/capcut-video-editor/id1500855883", "icon": "assets/icons/itunes-1500855883.jpg" }, { "rank": 13, "name": "Canva: AI Photo & Video Editor", "reason": { "zh": "设计模板 + 生成式能力", "en": "Design templates + generative features", "de": "Design templates + generative features", "ja": "Design templates + generative features", "es": "Design templates + generative features", "it": "Design templates + generative features", "fr": "Design templates + generative features" }, "metric": { "zh": "商店可见度: 88", "en": "Store visibility: 88", "de": "Store-Sichtbarkeit: 88", "ja": "ストア可視性: 88", "es": "Visibilidad store: 88", "it": "Visibilità store: 88", "fr": "Visibilité store: 88" }, "evidence_kind": "catalog_anchor", "url": "https://apps.apple.com/us/app/canva-ai-photo-video-editor/id897446215", "icon": "assets/icons/itunes-897446215.jpg" }, { "rank": 14, "name": "Grammarly Keyboard", "reason": { "zh": "写作助手键盘层", "en": "Writing-assistant keyboard layer", "de": "Writing-assistant keyboard layer", "ja": "Writing-assistant keyboard layer", "es": "Writing-assistant keyboard layer", "it": "Writing-assistant keyboard layer", "fr": "Writing-assistant keyboard layer" }, "metric": { "zh": "商店可见度: 87", "en": "Store visibility: 87", "de": "Store-Sichtbarkeit: 87", "ja": "ストア可視性: 87", "es": "Visibilidad store: 87", "it": "Visibilità store: 87", "fr": "Visibilité store: 87" }, "evidence_kind": "catalog_anchor", "x_handle": "@Grammarly", "x_url": "https://x.com/Grammarly", "url": "https://apps.apple.com/us/app/grammarly-keyboard/id1158877342", "icon": "assets/icons/domain-grammarly-com.png" }, { "rank": 15, "name": "Duolingo", "reason": { "zh": "语言学习 + AI 会话能力", "en": "Language learning + AI conversation", "de": "Language learning + AI conversation", "ja": "Language learning + AI conversation", "es": "Language learning + AI conversation", "it": "Language learning + AI conversation", "fr": "Language learning + AI conversation" }, "metric": { "zh": "商店可见度: 86", "en": "Store visibility: 86", "de": "Store-Sichtbarkeit: 86", "ja": "ストア可視性: 86", "es": "Visibilidad store: 86", "it": "Visibilità store: 86", "fr": "Visibilité store: 86" }, "evidence_kind": "catalog_anchor", "x_handle": "@duolingo", "x_url": "https://x.com/duolingo", "url": "https://apps.apple.com/us/app/duolingo/id570060128", "icon": "assets/icons/domain-duolingo-com.png" }, { "rank": 16, "name": "Speak: Language Learning", "reason": { "zh": "口语练习 AI 教练", "en": "Speaking-practice AI coach", "de": "Speaking-practice AI coach", "ja": "Speaking-practice AI coach", "es": "Speaking-practice AI coach", "it": "Speaking-practice AI coach", "fr": "Speaking-practice AI coach" }, "metric": { "zh": "商店可见度: 85", "en": "Store visibility: 85", "de": "Store-Sichtbarkeit: 85", "ja": "ストア可視性: 85", "es": "Visibilidad store: 85", "it": "Visibilità store: 85", "fr": "Visibilité store: 85" }, "evidence_kind": "catalog_anchor", "url": "https://apps.apple.com/us/app/speak-language-learning/id1635316027", "icon": "assets/icons/domain-speak-com.png" }, { "rank": 17, "name": "Notion", "reason": { "zh": "知识库/笔记 + Notion AI", "en": "Notes/wiki + Notion AI", "de": "Notes/wiki + Notion AI", "ja": "Notes/wiki + Notion AI", "es": "Notes/wiki + Notion AI", "it": "Notes/wiki + Notion AI", "fr": "Notes/wiki + Notion AI" }, "metric": { "zh": "商店可见度: 84", "en": "Store visibility: 84", "de": "Store-Sichtbarkeit: 84", "ja": "ストア可視性: 84", "es": "Visibilidad store: 84", "it": "Visibilità store: 84", "fr": "Visibilité store: 84" }, "evidence_kind": "catalog_anchor", "x_handle": "@NotionHQ", "x_url": "https://x.com/NotionHQ", "url": "https://apps.apple.com/us/app/notion/id1232780281", "icon": "assets/icons/domain-notion-com.png" }, { "rank": 18, "name": "starryai – AI Art Generator", "reason": { "zh": "文生图消费入口", "en": "Text-to-image consumer entry", "de": "Text-to-image consumer entry", "ja": "Text-to-image consumer entry", "es": "Text-to-image consumer entry", "it": "Text-to-image consumer entry", "fr": "Text-to-image consumer entry" }, "metric": { "zh": "商店可见度: 83", "en": "Store visibility: 83", "de": "Store-Sichtbarkeit: 83", "ja": "ストア可視性: 83", "es": "Visibilidad store: 83", "it": "Visibilità store: 83", "fr": "Visibilité store: 83" }, "evidence_kind": "catalog_anchor", "url": "https://apps.apple.com/us/app/starryai-ai-art-generator/id1581211747", "icon": "assets/icons/domain-starryai-com.png" }, { "rank": 19, "name": "Wondershare Wonder AI Art", "reason": { "zh": "AI 艺术生成消费工具", "en": "AI art generation consumer tool", "de": "AI art generation consumer tool", "ja": "AI art generation consumer tool", "es": "AI art generation consumer tool", "it": "AI art generation consumer tool", "fr": "AI art generation consumer tool" }, "metric": { "zh": "商店可见度: 82", "en": "Store visibility: 82", "de": "Store-Sichtbarkeit: 82", "ja": "ストア可視性: 82", "es": "Visibilidad store: 82", "it": "Visibilità store: 82", "fr": "Visibilité store: 82" }, "evidence_kind": "catalog_anchor", "url": "https://apps.apple.com/us/app/wonder-ai-art-generator/id1573270006", "icon": "assets/icons/itunes-1573270006.jpg" }, { "rank": 20, "name": "Microsoft 365 (Copilot surface)", "reason": { "zh": "办公套件内 Copilot 分发面", "en": "Office suite Copilot distribution surface", "de": "Office suite Copilot distribution surface", "ja": "Office suite Copilot distribution surface", "es": "Office suite Copilot distribution surface", "it": "Office suite Copilot distribution surface", "fr": "Office suite Copilot distribution surface" }, "metric": { "zh": "商店可见度: 81", "en": "Store visibility: 81", "de": "Store-Sichtbarkeit: 81", "ja": "ストア可視性: 81", "es": "Visibilidad store: 81", "it": "Visibilità store: 81", "fr": "Visibilité store: 81" }, "evidence_kind": "catalog_anchor", "x_handle": "@Microsoft365", "x_url": "https://x.com/Microsoft365", "url": "https://apps.apple.com/us/app/microsoft-365-copilot/id541164041", "icon": "assets/icons/domain-microsoft365-com.png" } ], "sources": [ { "label": "App Store · iPhone Charts", "url": "https://apps.apple.com/us/charts/iphone", "kind": "leaderboard", "note": { "zh": "官方 iPhone 总榜入口（对照用）", "en": "Official iPhone charts entry (cross-check)", "de": "Official iPhone charts entry (cross-check)", "ja": "Official iPhone charts entry (cross-check)", "es": "Official iPhone charts entry (cross-check)", "it": "Official iPhone charts entry (cross-check)", "fr": "Official iPhone charts entry (cross-check)" } }, { "label": "App Store · Productivity", "url": "https://apps.apple.com/us/genre/ios-productivity/id6007", "kind": "trusted_site", "note": { "zh": "效率类目（AI 助手常驻）", "en": "Productivity category (AI assistants frequent)", "de": "Productivity category (AI assistants frequent)", "ja": "Productivity category (AI assistants frequent)", "es": "Productivity category (AI assistants frequent)", "it": "Productivity category (AI assistants frequent)", "fr": "Productivity category (AI assistants frequent)" } }, { "label": "Apple Developer · App Store", "url": "https://developer.apple.com/app-store/", "kind": "docs", "note": { "zh": "App Store 产品与分发规则", "en": "App Store product and distribution rules", "de": "App Store product and distribution rules", "ja": "App Store product and distribution rules", "es": "App Store product and distribution rules", "it": "App Store product and distribution rules", "fr": "App Store product and distribution rules" } }, { "label": "Sensor Tower (industry charts)", "url": "https://app.sensortower.com/", "kind": "report", "note": { "zh": "第三方商店情报对照（需账号）", "en": "Third-party store intel cross-check (account may be required)", "de": "Third-party store intel cross-check (account may be required)", "ja": "Third-party store intel cross-check (account may be required)", "es": "Third-party store intel cross-check (account may be required)", "it": "Third-party store intel cross-check (account may be required)", "fr": "Third-party store intel cross-check (account may be required)" } } ], "cover": { "path": "assets/theme-appstore-ai.webp", "file": "theme-appstore-ai.webp", "generator": "grok-imagine" } }, { "id": "playstore-ai", "i18n": { "zh": { "title": "Google Play · AI App 索引", "subtitle": "Android 上高频 AI 消费入口——每条可点 Play 详情页（编辑地图，非实时总榜）", "metric_label": "商店可见度" }, "en": { "title": "Google Play · AI App Index", "subtitle": "High-frequency Android AI entries — each row links Play details (editorial map, not live chart)", "metric_label": "Store visibility" }, "de": { "title": "Google Play · AI-App-Index", "subtitle": "Android-AI-Apps — jeder Link Play Details", "metric_label": "Store-Sichtbarkeit" }, "ja": { "title": "Google Play · AIアプリ索引", "subtitle": "Androidの主要AI入口——各行Play詳細", "metric_label": "ストア可視性" }, "es": { "title": "Google Play · índice apps AI", "subtitle": "Entradas AI Android — cada fila enlaza Play", "metric_label": "Visibilidad store" }, "it": { "title": "Google Play · indice app AI", "subtitle": "Ingressi AI Android — ogni riga punta Play", "metric_label": "Visibilità store" }, "fr": { "title": "Google Play · index apps IA", "subtitle": "Entrées IA Android — chaque ligne lie Play", "metric_label": "Visibilité store" } }, "count": 20, "items": [ { "rank": 1, "name": "ChatGPT", "reason": { "zh": "对话默认消费入口", "en": "Default consumer chat entry", "de": "Default consumer chat entry", "ja": "Default consumer chat entry", "es": "Default consumer chat entry", "it": "Default consumer chat entry", "fr": "Default consumer chat entry" }, "metric": { "zh": "商店可见度: 100", "en": "Store visibility: 100", "de": "Store-Sichtbarkeit: 100", "ja": "ストア可視性: 100", "es": "Visibilidad store: 100", "it": "Visibilità store: 100", "fr": "Visibilité store: 100" }, "evidence_kind": "catalog_anchor", "x_handle": "@OpenAI", "x_url": "https://x.com/OpenAI", "url": "https://play.google.com/store/apps/details?id=com.openai.chatgpt", "icon": "assets/icons/x-openai.jpg" }, { "rank": 2, "name": "Claude by Anthropic", "reason": { "zh": "长文/编码助手 Android 面", "en": "Long-form/coding assistant on Android", "de": "Long-form/coding assistant on Android", "ja": "Long-form/coding assistant on Android", "es": "Long-form/coding assistant on Android", "it": "Long-form/coding assistant on Android", "fr": "Long-form/coding assistant on Android" }, "metric": { "zh": "商店可见度: 99", "en": "Store visibility: 99", "de": "Store-Sichtbarkeit: 99", "ja": "ストア可視性: 99", "es": "Visibilidad store: 99", "it": "Visibilità store: 99", "fr": "Visibilité store: 99" }, "evidence_kind": "catalog_anchor", "x_handle": "@AnthropicAI", "x_url": "https://x.com/AnthropicAI", "url": "https://play.google.com/store/apps/details?id=com.anthropic.claude", "icon": "assets/icons/x-anthropicai.jpg" }, { "rank": 3, "name": "Google Gemini", "reason": { "zh": "Google 多模态助手入口", "en": "Google multimodal assistant entry", "de": "Google multimodal assistant entry", "ja": "Google multimodal assistant entry", "es": "Google multimodal assistant entry", "it": "Google multimodal assistant entry", "fr": "Google multimodal assistant entry" }, "metric": { "zh": "商店可见度: 98", "en": "Store visibility: 98", "de": "Store-Sichtbarkeit: 98", "ja": "ストア可視性: 98", "es": "Visibilidad store: 98", "it": "Visibilità store: 98", "fr": "Visibilité store: 98" }, "evidence_kind": "catalog_anchor", "x_handle": "@Google", "x_url": "https://x.com/Google", "url": "https://play.google.com/store/apps/details?id=com.google.android.apps.bard", "icon": "assets/icons/domain-gemini-google-com.png" }, { "rank": 4, "name": "Microsoft Copilot", "reason": { "zh": "微软助手 Android 入口", "en": "Microsoft assistant Android entry", "de": "Microsoft assistant Android entry", "ja": "Microsoft assistant Android entry", "es": "Microsoft assistant Android entry", "it": "Microsoft assistant Android entry", "fr": "Microsoft assistant Android entry" }, "metric": { "zh": "商店可见度: 97", "en": "Store visibility: 97", "de": "Store-Sichtbarkeit: 97", "ja": "ストア可視性: 97", "es": "Visibilidad store: 97", "it": "Visibilità store: 97", "fr": "Visibilité store: 97" }, "evidence_kind": "catalog_anchor", "x_handle": "@Microsoft", "x_url": "https://x.com/Microsoft", "url": "https://play.google.com/store/apps/details?id=com.microsoft.copilot", "icon": "assets/icons/domain-copilot-microsoft-com.jpg" }, { "rank": 5, "name": "Grok", "reason": { "zh": "xAI 助手；X 生态分发", "en": "xAI assistant; X-ecosystem distribution", "de": "xAI assistant; X-ecosystem distribution", "ja": "xAI assistant; X-ecosystem distribution", "es": "xAI assistant; X-ecosystem distribution", "it": "xAI assistant; X-ecosystem distribution", "fr": "xAI assistant; X-ecosystem distribution" }, "metric": { "zh": "商店可见度: 96", "en": "Store visibility: 96", "de": "Store-Sichtbarkeit: 96", "ja": "ストア可視性: 96", "es": "Visibilidad store: 96", "it": "Visibilità store: 96", "fr": "Visibilité store: 96" }, "evidence_kind": "catalog_anchor", "x_handle": "@xai", "x_url": "https://x.com/xai", "url": "https://play.google.com/store/apps/details?id=ai.x.grok", "icon": "assets/icons/domain-grok-com.png" }, { "rank": 6, "name": "Perplexity", "reason": { "zh": "检索原生问答移动入口", "en": "Retrieval-native Q&A mobile entry", "de": "Retrieval-native Q&A mobile entry", "ja": "Retrieval-native Q&A mobile entry", "es": "Retrieval-native Q&A mobile entry", "it": "Retrieval-native Q&A mobile entry", "fr": "Retrieval-native Q&A mobile entry" }, "metric": { "zh": "商店可见度: 95", "en": "Store visibility: 95", "de": "Store-Sichtbarkeit: 95", "ja": "ストア可視性: 95", "es": "Visibilidad store: 95", "it": "Visibilità store: 95", "fr": "Visibilité store: 95" }, "evidence_kind": "catalog_anchor", "x_handle": "@perplexity_ai", "x_url": "https://x.com/perplexity_ai", "url": "https://play.google.com/store/apps/details?id=ai.perplexity.app.android", "icon": "assets/icons/domain-perplexity-ai.png" }, { "rank": 7, "name": "Character.AI", "reason": { "zh": "角色对话消费爆款形态", "en": "Character-chat consumer breakout shape", "de": "Character-chat consumer breakout shape", "ja": "Character-chat consumer breakout shape", "es": "Character-chat consumer breakout shape", "it": "Character-chat consumer breakout shape", "fr": "Character-chat consumer breakout shape" }, "metric": { "zh": "商店可见度: 94", "en": "Store visibility: 94", "de": "Store-Sichtbarkeit: 94", "ja": "ストア可視性: 94", "es": "Visibilidad store: 94", "it": "Visibilità store: 94", "fr": "Visibilité store: 94" }, "evidence_kind": "catalog_anchor", "x_handle": "@character_ai", "x_url": "https://x.com/character_ai", "url": "https://play.google.com/store/apps/details?id=ai.character.app", "icon": "assets/icons/domain-character-ai.png" }, { "rank": 8, "name": "PhotoRoom", "reason": { "zh": "电商/抠图 AI 修图", "en": "E-commerce/cutout AI photo edit", "de": "E-commerce/cutout AI photo edit", "ja": "E-commerce/cutout AI photo edit", "es": "E-commerce/cutout AI photo edit", "it": "E-commerce/cutout AI photo edit", "fr": "E-commerce/cutout AI photo edit" }, "metric": { "zh": "商店可见度: 93", "en": "Store visibility: 93", "de": "Store-Sichtbarkeit: 93", "ja": "ストア可視性: 93", "es": "Visibilidad store: 93", "it": "Visibilità store: 93", "fr": "Visibilité store: 93" }, "evidence_kind": "catalog_anchor", "url": "https://play.google.com/store/apps/details?id=com.photoroom.app", "icon": "assets/icons/domain-play-google-com.png" }, { "rank": 9, "name": "Remini", "reason": { "zh": "老照片超分增强爆款", "en": "Photo upscale/enhance breakout", "de": "Photo upscale/enhance breakout", "ja": "Photo upscale/enhance breakout", "es": "Photo upscale/enhance breakout", "it": "Photo upscale/enhance breakout", "fr": "Photo upscale/enhance breakout" }, "metric": { "zh": "商店可见度: 92", "en": "Store visibility: 92", "de": "Store-Sichtbarkeit: 92", "ja": "ストア可視性: 92", "es": "Visibilidad store: 92", "it": "Visibilità store: 92", "fr": "Visibilité store: 92" }, "evidence_kind": "catalog_anchor", "url": "https://play.google.com/store/apps/details?id=com.bigwinepot.nwdn.international", "icon": "assets/icons/domain-play-google-com.png" }, { "rank": 10, "name": "Lensa", "reason": { "zh": "人像风格化 AI 编辑", "en": "Portrait stylization AI editor", "de": "Portrait stylization AI editor", "ja": "Portrait stylization AI editor", "es": "Portrait stylization AI editor", "it": "Portrait stylization AI editor", "fr": "Portrait stylization AI editor" }, "metric": { "zh": "商店可见度: 91", "en": "Store visibility: 91", "de": "Store-Sichtbarkeit: 91", "ja": "ストア可視性: 91", "es": "Visibilidad store: 91", "it": "Visibilità store: 91", "fr": "Visibilité store: 91" }, "evidence_kind": "catalog_anchor", "url": "https://play.google.com/store/apps/details?id=com.lensa.app", "icon": "assets/icons/domain-play-google-com.png" }, { "rank": 11, "name": "FaceApp", "reason": { "zh": "人脸变换类 AI 滤镜", "en": "Face-transform AI filters", "de": "Face-transform AI filters", "ja": "Face-transform AI filters", "es": "Face-transform AI filters", "it": "Face-transform AI filters", "fr": "Face-transform AI filters" }, "metric": { "zh": "商店可见度: 90", "en": "Store visibility: 90", "de": "Store-Sichtbarkeit: 90", "ja": "ストア可視性: 90", "es": "Visibilidad store: 90", "it": "Visibilità store: 90", "fr": "Visibilité store: 90" }, "evidence_kind": "catalog_anchor", "url": "https://play.google.com/store/apps/details?id=io.faceapp", "icon": "assets/icons/domain-play-google-com.png" }, { "rank": 12, "name": "CapCut", "reason": { "zh": "短视频剪辑 + AI 能力", "en": "Short-video edit + AI features", "de": "Short-video edit + AI features", "ja": "Short-video edit + AI features", "es": "Short-video edit + AI features", "it": "Short-video edit + AI features", "fr": "Short-video edit + AI features" }, "metric": { "zh": "商店可见度: 89", "en": "Store visibility: 89", "de": "Store-Sichtbarkeit: 89", "ja": "ストア可視性: 89", "es": "Visibilidad store: 89", "it": "Visibilità store: 89", "fr": "Visibilité store: 89" }, "evidence_kind": "catalog_anchor", "url": "https://play.google.com/store/apps/details?id=com.lemon.lvoverseas", "icon": "assets/icons/domain-play-google-com.png" }, { "rank": 13, "name": "Canva", "reason": { "zh": "设计模板 + 生成式能力", "en": "Design templates + generative features", "de": "Design templates + generative features", "ja": "Design templates + generative features", "es": "Design templates + generative features", "it": "Design templates + generative features", "fr": "Design templates + generative features" }, "metric": { "zh": "商店可见度: 88", "en": "Store visibility: 88", "de": "Store-Sichtbarkeit: 88", "ja": "ストア可視性: 88", "es": "Visibilidad store: 88", "it": "Visibilità store: 88", "fr": "Visibilité store: 88" }, "evidence_kind": "catalog_anchor", "url": "https://play.google.com/store/apps/details?id=com.canva.editor", "icon": "assets/icons/domain-play-google-com.png" }, { "rank": 14, "name": "Grammarly Keyboard", "reason": { "zh": "写作助手键盘层", "en": "Writing-assistant keyboard layer", "de": "Writing-assistant keyboard layer", "ja": "Writing-assistant keyboard layer", "es": "Writing-assistant keyboard layer", "it": "Writing-assistant keyboard layer", "fr": "Writing-assistant keyboard layer" }, "metric": { "zh": "商店可见度: 87", "en": "Store visibility: 87", "de": "Store-Sichtbarkeit: 87", "ja": "ストア可視性: 87", "es": "Visibilidad store: 87", "it": "Visibilità store: 87", "fr": "Visibilité store: 87" }, "evidence_kind": "catalog_anchor", "x_handle": "@Grammarly", "x_url": "https://x.com/Grammarly", "url": "https://play.google.com/store/apps/details?id=com.grammarly.android.keyboard", "icon": "assets/icons/domain-grammarly-com.png" }, { "rank": 15, "name": "Duolingo", "reason": { "zh": "语言学习 + AI 会话能力", "en": "Language learning + AI conversation", "de": "Language learning + AI conversation", "ja": "Language learning + AI conversation", "es": "Language learning + AI conversation", "it": "Language learning + AI conversation", "fr": "Language learning + AI conversation" }, "metric": { "zh": "商店可见度: 86", "en": "Store visibility: 86", "de": "Store-Sichtbarkeit: 86", "ja": "ストア可視性: 86", "es": "Visibilidad store: 86", "it": "Visibilità store: 86", "fr": "Visibilité store: 86" }, "evidence_kind": "catalog_anchor", "x_handle": "@duolingo", "x_url": "https://x.com/duolingo", "url": "https://play.google.com/store/apps/details?id=com.duolingo", "icon": "assets/icons/domain-duolingo-com.png" }, { "rank": 16, "name": "Notion", "reason": { "zh": "知识库/笔记 + Notion AI", "en": "Notes/wiki + Notion AI", "de": "Notes/wiki + Notion AI", "ja": "Notes/wiki + Notion AI", "es": "Notes/wiki + Notion AI", "it": "Notes/wiki + Notion AI", "fr": "Notes/wiki + Notion AI" }, "metric": { "zh": "商店可见度: 85", "en": "Store visibility: 85", "de": "Store-Sichtbarkeit: 85", "ja": "ストア可視性: 85", "es": "Visibilidad store: 85", "it": "Visibilità store: 85", "fr": "Visibilité store: 85" }, "evidence_kind": "catalog_anchor", "x_handle": "@NotionHQ", "x_url": "https://x.com/NotionHQ", "url": "https://play.google.com/store/apps/details?id=notion.id", "icon": "assets/icons/domain-notion-com.png" }, { "rank": 17, "name": "Microsoft 365 (Office)", "reason": { "zh": "办公套件内 Copilot 分发面", "en": "Office suite Copilot distribution surface", "de": "Office suite Copilot distribution surface", "ja": "Office suite Copilot distribution surface", "es": "Office suite Copilot distribution surface", "it": "Office suite Copilot distribution surface", "fr": "Office suite Copilot distribution surface" }, "metric": { "zh": "商店可见度: 84", "en": "Store visibility: 84", "de": "Store-Sichtbarkeit: 84", "ja": "ストア可視性: 84", "es": "Visibilidad store: 84", "it": "Visibilità store: 84", "fr": "Visibilité store: 84" }, "evidence_kind": "catalog_anchor", "x_handle": "@Microsoft365", "x_url": "https://x.com/Microsoft365", "url": "https://play.google.com/store/apps/details?id=com.microsoft.office.officehubrow", "icon": "assets/icons/domain-microsoft365-com.png" }, { "rank": 18, "name": "Background Eraser / remove.bg class", "reason": { "zh": "抠图类 AI 工具", "en": "Background-removal AI tools", "de": "Background-removal AI tools", "ja": "Background-removal AI tools", "es": "Background-removal AI tools", "it": "Background-removal AI tools", "fr": "Background-removal AI tools" }, "metric": { "zh": "商店可见度: 83", "en": "Store visibility: 83", "de": "Store-Sichtbarkeit: 83", "ja": "ストア可視性: 83", "es": "Visibilidad store: 83", "it": "Visibilità store: 83", "fr": "Visibilité store: 83" }, "evidence_kind": "catalog_anchor", "url": "https://play.google.com/store/apps/details?id=bg.remove.android", "icon": "assets/icons/domain-play-google-com.png" }, { "rank": 19, "name": "starryai (Play search)", "reason": { "zh": "文生图消费入口（搜索索引）", "en": "Text-to-image consumer entry (search index)", "de": "Text-to-image consumer entry (search index)", "ja": "Text-to-image consumer entry (search index)", "es": "Text-to-image consumer entry (search index)", "it": "Text-to-image consumer entry (search index)", "fr": "Text-to-image consumer entry (search index)" }, "metric": { "zh": "商店可见度: 82", "en": "Store visibility: 82", "de": "Store-Sichtbarkeit: 82", "ja": "ストア可視性: 82", "es": "Visibilidad store: 82", "it": "Visibilità store: 82", "fr": "Visibilité store: 82" }, "evidence_kind": "catalog_anchor", "url": "https://play.google.com/store/search?q=starryai&c=apps", "icon": "assets/icons/domain-play-google-com.png" }, { "rank": 20, "name": "Speak-class language AI (Play search)", "reason": { "zh": "口语 AI 教练品类索引", "en": "Speaking AI coach category index", "de": "Speaking AI coach category index", "ja": "Speaking AI coach category index", "es": "Speaking AI coach category index", "it": "Speaking AI coach category index", "fr": "Speaking AI coach category index" }, "metric": { "zh": "商店可见度: 81", "en": "Store visibility: 81", "de": "Store-Sichtbarkeit: 81", "ja": "ストア可視性: 81", "es": "Visibilidad store: 81", "it": "Visibilità store: 81", "fr": "Visibilité store: 81" }, "evidence_kind": "catalog_anchor", "url": "https://play.google.com/store/search?q=speak%20language&c=apps", "icon": "assets/icons/domain-play-google-com.png" } ], "sources": [ { "label": "Google Play · Top charts", "url": "https://play.google.com/store/apps/top", "kind": "leaderboard", "note": { "zh": "官方 Top charts 入口（对照用）", "en": "Official top charts entry (cross-check)", "de": "Official top charts entry (cross-check)", "ja": "Official top charts entry (cross-check)", "es": "Official top charts entry (cross-check)", "it": "Official top charts entry (cross-check)", "fr": "Official top charts entry (cross-check)" } }, { "label": "Google Play · Productivity", "url": "https://play.google.com/store/apps/category/PRODUCTIVITY", "kind": "trusted_site", "note": { "zh": "效率类目（AI 助手常驻）", "en": "Productivity category (AI assistants frequent)", "de": "Productivity category (AI assistants frequent)", "ja": "Productivity category (AI assistants frequent)", "es": "Productivity category (AI assistants frequent)", "it": "Productivity category (AI assistants frequent)", "fr": "Productivity category (AI assistants frequent)" } }, { "label": "Google Play Console help", "url": "https://support.google.com/googleplay/android-developer/", "kind": "docs", "note": { "zh": "Play 分发与上架文档", "en": "Play distribution and listing docs", "de": "Play distribution and listing docs", "ja": "Play distribution and listing docs", "es": "Play distribution and listing docs", "it": "Play distribution and listing docs", "fr": "Play distribution and listing docs" } }, { "label": "Sensor Tower (industry charts)", "url": "https://app.sensortower.com/", "kind": "report", "note": { "zh": "第三方商店情报对照（需账号）", "en": "Third-party store intel cross-check (account may be required)", "de": "Third-party store intel cross-check (account may be required)", "ja": "Third-party store intel cross-check (account may be required)", "es": "Third-party store intel cross-check (account may be required)", "it": "Third-party store intel cross-check (account may be required)", "fr": "Third-party store intel cross-check (account may be required)" } } ], "cover": { "path": "assets/theme-playstore-ai.webp", "file": "theme-playstore-ai.webp", "generator": "grok-imagine" } }, { "id": "x-hot-topics", "i18n": { "zh": { "title": "X 热点话题 · AI", "subtitle": "X 上高频 AI 议程话题——每条可点搜索/标签（编辑索引，非官方实时 Trends）", "metric_label": "议程热度" }, "en": { "title": "X Hot Topics · AI", "subtitle": "High-frequency AI agenda topics on X — each row links search/hashtag (editorial index, not official live Trends)", "metric_label": "Agenda heat" }, "de": { "title": "X Hot Topics · AI", "subtitle": "Häufige AI-Agenda-Themen auf X — jeder Link Suche/Hashtag", "metric_label": "Agenda-Heat" }, "ja": { "title": "Xホットトピック · AI", "subtitle": "X上の主要AI議題——各行検索/ハッシュタグ", "metric_label": "議題ヒート" }, "es": { "title": "X temas calientes · AI", "subtitle": "Temas AI frecuentes en X — cada fila busca/hashtag", "metric_label": "Calor de agenda" }, "it": { "title": "X hot topics · AI", "subtitle": "Temi AI frequenti su X — ogni riga search/hashtag", "metric_label": "Heat agenda" }, "fr": { "title": "X sujets chauds · IA", "subtitle": "Sujets IA fréquents sur X — chaque ligne search/hashtag", "metric_label": "Chaleur d'agenda" } }, "count": 20, "items": [ { "rank": 1, "name": "AI Agents", "reason": { "zh": "自主 agent / 工具调用成为主叙事", "en": "Autonomous agents / tool-use as main narrative", "de": "Autonomous agents / tool-use as main narrative", "ja": "Autonomous agents / tool-use as main narrative", "es": "Autonomous agents / tool-use as main narrative", "it": "Autonomous agents / tool-use as main narrative", "fr": "Autonomous agents / tool-use as main narrative" }, "metric": { "zh": "议程热度: 100", "en": "Agenda heat: 100", "de": "Agenda-Heat: 100", "ja": "議題ヒート: 100", "es": "Calor de agenda: 100", "it": "Heat agenda: 100", "fr": "Chaleur d'agenda: 100" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=%22AI%20agents%22%20OR%20%22coding%20agent%22&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 2, "name": "Claude / Anthropic", "reason": { "zh": "长文、编码与安全叙事中心", "en": "Long-form, coding, and safety narrative center", "de": "Long-form, coding, and safety narrative center", "ja": "Long-form, coding, and safety narrative center", "es": "Long-form, coding, and safety narrative center", "it": "Long-form, coding, and safety narrative center", "fr": "Long-form, coding, and safety narrative center" }, "metric": { "zh": "议程热度: 99", "en": "Agenda heat: 99", "de": "Agenda-Heat: 99", "ja": "議題ヒート: 99", "es": "Calor de agenda: 99", "it": "Heat agenda: 99", "fr": "Chaleur d'agenda: 99" }, "evidence_kind": "catalog_anchor", "x_handle": "@AnthropicAI", "x_url": "https://x.com/AnthropicAI", "url": "https://x.com/search?q=Claude%20OR%20Anthropic&src=typed_query&f=live", "icon": "assets/icons/x-anthropicai.jpg" }, { "rank": 3, "name": "ChatGPT / OpenAI", "reason": { "zh": "默认对话入口与发布节奏话题", "en": "Default chat entry and release-cadence talk", "de": "Default chat entry and release-cadence talk", "ja": "Default chat entry and release-cadence talk", "es": "Default chat entry and release-cadence talk", "it": "Default chat entry and release-cadence talk", "fr": "Default chat entry and release-cadence talk" }, "metric": { "zh": "议程热度: 98", "en": "Agenda heat: 98", "de": "Agenda-Heat: 98", "ja": "議題ヒート: 98", "es": "Calor de agenda: 98", "it": "Heat agenda: 98", "fr": "Chaleur d'agenda: 98" }, "evidence_kind": "catalog_anchor", "x_handle": "@OpenAI", "x_url": "https://x.com/OpenAI", "url": "https://x.com/search?q=ChatGPT%20OR%20OpenAI&src=typed_query&f=live", "icon": "assets/icons/x-openai.jpg" }, { "rank": 4, "name": "Grok / xAI", "reason": { "zh": "X 原生助手与模型发布话题", "en": "X-native assistant and model-release talk", "de": "X-native assistant and model-release talk", "ja": "X-native assistant and model-release talk", "es": "X-native assistant and model-release talk", "it": "X-native assistant and model-release talk", "fr": "X-native assistant and model-release talk" }, "metric": { "zh": "议程热度: 97", "en": "Agenda heat: 97", "de": "Agenda-Heat: 97", "ja": "議題ヒート: 97", "es": "Calor de agenda: 97", "it": "Heat agenda: 97", "fr": "Chaleur d'agenda: 97" }, "evidence_kind": "catalog_anchor", "x_handle": "@xai", "x_url": "https://x.com/xai", "url": "https://x.com/search?q=Grok%20OR%20xAI&src=typed_query&f=live", "icon": "assets/icons/domain-grok-com.png" }, { "rank": 5, "name": "Gemini / Google AI", "reason": { "zh": "多模态与搜索整合议程", "en": "Multimodal and search-integration agenda", "de": "Multimodal and search-integration agenda", "ja": "Multimodal and search-integration agenda", "es": "Multimodal and search-integration agenda", "it": "Multimodal and search-integration agenda", "fr": "Multimodal and search-integration agenda" }, "metric": { "zh": "议程热度: 96", "en": "Agenda heat: 96", "de": "Agenda-Heat: 96", "ja": "議題ヒート: 96", "es": "Calor de agenda: 96", "it": "Heat agenda: 96", "fr": "Chaleur d'agenda: 96" }, "evidence_kind": "catalog_anchor", "x_handle": "@Google", "x_url": "https://x.com/Google", "url": "https://x.com/search?q=Gemini%20Google%20AI&src=typed_query&f=live", "icon": "assets/icons/domain-gemini-google-com.png" }, { "rank": 6, "name": "DeepSeek", "reason": { "zh": "开源/高效训练对照叙事", "en": "Open-weight / efficient-training contrast narrative", "de": "Open-weight / efficient-training contrast narrative", "ja": "Open-weight / efficient-training contrast narrative", "es": "Open-weight / efficient-training contrast narrative", "it": "Open-weight / efficient-training contrast narrative", "fr": "Open-weight / efficient-training contrast narrative" }, "metric": { "zh": "议程热度: 95", "en": "Agenda heat: 95", "de": "Agenda-Heat: 95", "ja": "議題ヒート: 95", "es": "Calor de agenda: 95", "it": "Heat agenda: 95", "fr": "Chaleur d'agenda: 95" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=DeepSeek&src=typed_query&f=live", "icon": "assets/icons/domain-deepseek-com.png" }, { "rank": 7, "name": "Open-weight LLMs", "reason": { "zh": "Qwen / Kimi / Mistral 等开源浪潮", "en": "Qwen / Kimi / Mistral open-weight wave", "de": "Qwen / Kimi / Mistral open-weight wave", "ja": "Qwen / Kimi / Mistral open-weight wave", "es": "Qwen / Kimi / Mistral open-weight wave", "it": "Qwen / Kimi / Mistral open-weight wave", "fr": "Qwen / Kimi / Mistral open-weight wave" }, "metric": { "zh": "议程热度: 94", "en": "Agenda heat: 94", "de": "Agenda-Heat: 94", "ja": "議題ヒート: 94", "es": "Calor de agenda: 94", "it": "Heat agenda: 94", "fr": "Chaleur d'agenda: 94" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=Qwen%20OR%20Kimi%20OR%20Mistral%20open&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 8, "name": "MCP (Model Context Protocol)", "reason": { "zh": "工具互联标准成为基建话题", "en": "Tool-interop standard as infrastructure talk", "de": "Tool-interop standard as infrastructure talk", "ja": "Tool-interop standard as infrastructure talk", "es": "Tool-interop standard as infrastructure talk", "it": "Tool-interop standard as infrastructure talk", "fr": "Tool-interop standard as infrastructure talk" }, "metric": { "zh": "议程热度: 93", "en": "Agenda heat: 93", "de": "Agenda-Heat: 93", "ja": "議題ヒート: 93", "es": "Calor de agenda: 93", "it": "Heat agenda: 93", "fr": "Chaleur d'agenda: 93" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=MCP%20%22Model%20Context%20Protocol%22&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 9, "name": "Cursor / AI IDE", "reason": { "zh": "编辑器内 coding agent 产品面", "en": "In-editor coding-agent product surface", "de": "In-editor coding-agent product surface", "ja": "In-editor coding-agent product surface", "es": "In-editor coding-agent product surface", "it": "In-editor coding-agent product surface", "fr": "In-editor coding-agent product surface" }, "metric": { "zh": "议程热度: 92", "en": "Agenda heat: 92", "de": "Agenda-Heat: 92", "ja": "議題ヒート: 92", "es": "Calor de agenda: 92", "it": "Heat agenda: 92", "fr": "Chaleur d'agenda: 92" }, "evidence_kind": "catalog_anchor", "x_handle": "@cursor_ai", "x_url": "https://x.com/cursor_ai", "url": "https://x.com/search?q=Cursor%20AI%20IDE%20OR%20%40cursor_ai&src=typed_query&f=live", "icon": "assets/icons/domain-cursor-com.png" }, { "rank": 10, "name": "AI Video Generation", "reason": { "zh": "Sora / 可灵 / Seedance 类视频生成", "en": "Sora / Kling / Seedance-class video gen", "de": "Sora / Kling / Seedance-class video gen", "ja": "Sora / Kling / Seedance-class video gen", "es": "Sora / Kling / Seedance-class video gen", "it": "Sora / Kling / Seedance-class video gen", "fr": "Sora / Kling / Seedance-class video gen" }, "metric": { "zh": "议程热度: 91", "en": "Agenda heat: 91", "de": "Agenda-Heat: 91", "ja": "議題ヒート: 91", "es": "Calor de agenda: 91", "it": "Heat agenda: 91", "fr": "Chaleur d'agenda: 91" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=%22AI%20video%22%20OR%20Sora%20OR%20Kling&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 11, "name": "Image Gen / Flux", "reason": { "zh": "文生图审美与本地模型讨论", "en": "T2I aesthetics and local-model discussion", "de": "T2I aesthetics and local-model discussion", "ja": "T2I aesthetics and local-model discussion", "es": "T2I aesthetics and local-model discussion", "it": "T2I aesthetics and local-model discussion", "fr": "T2I aesthetics and local-model discussion" }, "metric": { "zh": "议程热度: 90", "en": "Agenda heat: 90", "de": "Agenda-Heat: 90", "ja": "議題ヒート: 90", "es": "Calor de agenda: 90", "it": "Heat agenda: 90", "fr": "Chaleur d'agenda: 90" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=Flux%20AI%20OR%20%22text%20to%20image%22&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 12, "name": "Voice AI / Realtime", "reason": { "zh": "实时语音助手与通话自动化", "en": "Realtime voice assistants and call automation", "de": "Realtime voice assistants and call automation", "ja": "Realtime voice assistants and call automation", "es": "Realtime voice assistants and call automation", "it": "Realtime voice assistants and call automation", "fr": "Realtime voice assistants and call automation" }, "metric": { "zh": "议程热度: 89", "en": "Agenda heat: 89", "de": "Agenda-Heat: 89", "ja": "議題ヒート: 89", "es": "Calor de agenda: 89", "it": "Heat agenda: 89", "fr": "Chaleur d'agenda: 89" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=%22voice%20AI%22%20OR%20%22realtime%20voice%22&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 13, "name": "AI Memory / Personalization", "reason": { "zh": "记忆与个性化体验成为产品竞争点", "en": "Memory and personalization as product competition", "de": "Memory and personalization as product competition", "ja": "Memory and personalization as product competition", "es": "Memory and personalization as product competition", "it": "Memory and personalization as product competition", "fr": "Memory and personalization as product competition" }, "metric": { "zh": "议程热度: 88", "en": "Agenda heat: 88", "de": "Agenda-Heat: 88", "ja": "議題ヒート: 88", "es": "Calor de agenda: 88", "it": "Heat agenda: 88", "fr": "Chaleur d'agenda: 88" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=%22AI%20memory%22%20OR%20personalization%20LLM&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 14, "name": "Local / On-device AI", "reason": { "zh": "端侧与本地推理可行性", "en": "On-device and local inference feasibility", "de": "On-device and local inference feasibility", "ja": "On-device and local inference feasibility", "es": "On-device and local inference feasibility", "it": "On-device and local inference feasibility", "fr": "On-device and local inference feasibility" }, "metric": { "zh": "议程热度: 87", "en": "Agenda heat: 87", "de": "Agenda-Heat: 87", "ja": "議題ヒート: 87", "es": "Calor de agenda: 87", "it": "Heat agenda: 87", "fr": "Chaleur d'agenda: 87" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=%22local%20LLM%22%20OR%20%22on-device%20AI%22&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 15, "name": "AI Jobs / Automation", "reason": { "zh": "就业、知识劳动自动化议程", "en": "Jobs and knowledge-labor automation agenda", "de": "Jobs and knowledge-labor automation agenda", "ja": "Jobs and knowledge-labor automation agenda", "es": "Jobs and knowledge-labor automation agenda", "it": "Jobs and knowledge-labor automation agenda", "fr": "Jobs and knowledge-labor automation agenda" }, "metric": { "zh": "议程热度: 86", "en": "Agenda heat: 86", "de": "Agenda-Heat: 86", "ja": "議題ヒート: 86", "es": "Calor de agenda: 86", "it": "Heat agenda: 86", "fr": "Chaleur d'agenda: 86" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=%22AI%20jobs%22%20OR%20%22AI%20automation%22&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 16, "name": "AI Safety (near-term)", "reason": { "zh": "近端安全/生物/网络风险讨论升温", "en": "Near-term safety / bio / cyber risk talk", "de": "Near-term safety / bio / cyber risk talk", "ja": "Near-term safety / bio / cyber risk talk", "es": "Near-term safety / bio / cyber risk talk", "it": "Near-term safety / bio / cyber risk talk", "fr": "Near-term safety / bio / cyber risk talk" }, "metric": { "zh": "议程热度: 85", "en": "Agenda heat: 85", "de": "Agenda-Heat: 85", "ja": "議題ヒート: 85", "es": "Calor de agenda: 85", "it": "Heat agenda: 85", "fr": "Chaleur d'agenda: 85" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=%22AI%20safety%22%20OR%20alignment&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 17, "name": "Evals / Arena", "reason": { "zh": "公开对战与采购评测尺子", "en": "Public arena and purchase-eval yardsticks", "de": "Public arena and purchase-eval yardsticks", "ja": "Public arena and purchase-eval yardsticks", "es": "Public arena and purchase-eval yardsticks", "it": "Public arena and purchase-eval yardsticks", "fr": "Public arena and purchase-eval yardsticks" }, "metric": { "zh": "议程热度: 84", "en": "Agenda heat: 84", "de": "Agenda-Heat: 84", "ja": "議題ヒート: 84", "es": "Calor de agenda: 84", "it": "Heat agenda: 84", "fr": "Chaleur d'agenda: 84" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=LMSYS%20OR%20%22Chatbot%20Arena%22%20OR%20SWE-bench&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 18, "name": "RAG / Knowledge", "reason": { "zh": "检索增强与企业知识库", "en": "RAG and enterprise knowledge bases", "de": "RAG and enterprise knowledge bases", "ja": "RAG and enterprise knowledge bases", "es": "RAG and enterprise knowledge bases", "it": "RAG and enterprise knowledge bases", "fr": "RAG and enterprise knowledge bases" }, "metric": { "zh": "议程热度: 83", "en": "Agenda heat: 83", "de": "Agenda-Heat: 83", "ja": "議題ヒート: 83", "es": "Calor de agenda: 83", "it": "Heat agenda: 83", "fr": "Chaleur d'agenda: 83" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=RAG%20LLM%20OR%20%22retrieval%20augmented%22&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 19, "name": "AI Regulation", "reason": { "zh": "政策、版权与部署合规", "en": "Policy, copyright, and deployment compliance", "de": "Policy, copyright, and deployment compliance", "ja": "Policy, copyright, and deployment compliance", "es": "Policy, copyright, and deployment compliance", "it": "Policy, copyright, and deployment compliance", "fr": "Policy, copyright, and deployment compliance" }, "metric": { "zh": "议程热度: 82", "en": "Agenda heat: 82", "de": "Agenda-Heat: 82", "ja": "議題ヒート: 82", "es": "Calor de agenda: 82", "it": "Heat agenda: 82", "fr": "Chaleur d'agenda: 82" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=%22AI%20regulation%22%20OR%20%22AI%20Act%22&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" }, { "rank": 20, "name": "Multimodal / World Models", "reason": { "zh": "多模态与世界模型前沿叙事", "en": "Multimodal and world-model frontier narrative", "de": "Multimodal and world-model frontier narrative", "ja": "Multimodal and world-model frontier narrative", "es": "Multimodal and world-model frontier narrative", "it": "Multimodal and world-model frontier narrative", "fr": "Multimodal and world-model frontier narrative" }, "metric": { "zh": "议程热度: 81", "en": "Agenda heat: 81", "de": "Agenda-Heat: 81", "ja": "議題ヒート: 81", "es": "Calor de agenda: 81", "it": "Heat agenda: 81", "fr": "Chaleur d'agenda: 81" }, "evidence_kind": "catalog_anchor", "url": "https://x.com/search?q=%22world%20model%22%20AI%20OR%20multimodal&src=typed_query&f=live", "icon": "assets/icons/domain-x-com.png" } ], "sources": [ { "label": "X Explore", "url": "https://x.com/explore", "kind": "leaderboard", "note": { "zh": "X 探索/趋势入口（实时榜需登录，本站为编辑话题索引）", "en": "X Explore entry (live trends often login-gated; this board is an editorial topic index)", "de": "X Explore entry (live trends often login-gated; this board is an editorial topic index)", "ja": "X Explore entry (live trends often login-gated; this board is an editorial topic index)", "es": "X Explore entry (live trends often login-gated; this board is an editorial topic index)", "it": "X Explore entry (live trends often login-gated; this board is an editorial topic index)", "fr": "X Explore entry (live trends often login-gated; this board is an editorial topic index)" } }, { "label": "X Advanced Search", "url": "https://x.com/search-advanced", "kind": "trusted_site", "note": { "zh": "高级搜索；可复现话题查询", "en": "Advanced search for reproducible topic queries", "de": "Advanced search for reproducible topic queries", "ja": "Advanced search for reproducible topic queries", "es": "Advanced search for reproducible topic queries", "it": "Advanced search for reproducible topic queries", "fr": "Advanced search for reproducible topic queries" } }, { "label": "X Developer Platform", "url": "https://developer.x.com/", "kind": "docs", "note": { "zh": "官方 API 文档（趋势/搜索需权限）", "en": "Official API docs (trends/search need access)", "de": "Official API docs (trends/search need access)", "ja": "Official API docs (trends/search need access)", "es": "Official API docs (trends/search need access)", "it": "Official API docs (trends/search need access)", "fr": "Official API docs (trends/search need access)" } }, { "label": "X AI search (sample query)", "url": "https://x.com/search?q=AI&src=typed_query&f=live", "kind": "trusted_site", "note": { "zh": "AI 关键词实时搜索样例", "en": "Sample live AI keyword search", "de": "Sample live AI keyword search", "ja": "Sample live AI keyword search", "es": "Sample live AI keyword search", "it": "Sample live AI keyword search", "fr": "Sample live AI keyword search" } } ], "cover": { "path": "assets/theme-x-hot-topics.webp", "file": "theme-x-hot-topics.webp", "generator": "grok-imagine" } }, { "id": "reddit-ai-hot", "i18n": { "zh": { "title": "Reddit · AI 热点话题", "subtitle": "Reddit AI 社区高频议题——每条可点子版/热帖搜索（编辑索引，非全站实时总榜）", "metric_label": "社区热度" }, "en": { "title": "Reddit · AI Hot Topics", "subtitle": "High-frequency AI community topics — each row links subreddit/hot search (editorial index, not live sitewide chart)", "metric_label": "Community heat" }, "de": { "title": "Reddit · AI Hot Topics", "subtitle": "Häufige AI-Community-Themen — Subreddit/Hot-Suche", "metric_label": "Community-Heat" }, "ja": { "title": "Reddit · AIホットトピック", "subtitle": "AIコミュニティ主要議題——subreddit/hot検索", "metric_label": "コミュニティヒート" }, "es": { "title": "Reddit · temas AI calientes", "subtitle": "Temas AI frecuentes — subreddit/búsqueda hot", "metric_label": "Calor comunidad" }, "it": { "title": "Reddit · AI hot topics", "subtitle": "Temi AI frequenti — subreddit/ricerca hot", "metric_label": "Heat community" }, "fr": { "title": "Reddit · sujets IA chauds", "subtitle": "Sujets IA fréquents — subreddit/recherche hot", "metric_label": "Chaleur communauté" } }, "count": 20, "items": [ { "rank": 1, "name": "r/MachineLearning · hot", "reason": { "zh": "论文、方法与审稿文化主社区", "en": "Papers, methods, and review-culture main community", "de": "Papers, methods, and review-culture main community", "ja": "Papers, methods, and review-culture main community", "es": "Papers, methods, and review-culture main community", "it": "Papers, methods, and review-culture main community", "fr": "Papers, methods, and review-culture main community" }, "metric": { "zh": "社区热度: 100", "en": "Community heat: 100", "de": "Community-Heat: 100", "ja": "コミュニティヒート: 100", "es": "Calor comunidad: 100", "it": "Heat community: 100", "fr": "Chaleur communauté: 100" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/MachineLearning/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 2, "name": "r/LocalLLaMA · hot", "reason": { "zh": "本地跑模型/量化/硬件实操", "en": "Local models / quant / hardware practice", "de": "Local models / quant / hardware practice", "ja": "Local models / quant / hardware practice", "es": "Local models / quant / hardware practice", "it": "Local models / quant / hardware practice", "fr": "Local models / quant / hardware practice" }, "metric": { "zh": "社区热度: 99", "en": "Community heat: 99", "de": "Community-Heat: 99", "ja": "コミュニティヒート: 99", "es": "Calor comunidad: 99", "it": "Heat community: 99", "fr": "Chaleur communauté: 99" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/LocalLLaMA/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 3, "name": "r/OpenAI · hot", "reason": { "zh": "ChatGPT/API 产品与政策讨论", "en": "ChatGPT/API product and policy talk", "de": "ChatGPT/API product and policy talk", "ja": "ChatGPT/API product and policy talk", "es": "ChatGPT/API product and policy talk", "it": "ChatGPT/API product and policy talk", "fr": "ChatGPT/API product and policy talk" }, "metric": { "zh": "社区热度: 98", "en": "Community heat: 98", "de": "Community-Heat: 98", "ja": "コミュニティヒート: 98", "es": "Calor comunidad: 98", "it": "Heat community: 98", "fr": "Chaleur communauté: 98" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/OpenAI/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 4, "name": "r/ClaudeAI · hot", "reason": { "zh": "Claude 产品用法与对比", "en": "Claude product use and comparisons", "de": "Claude product use and comparisons", "ja": "Claude product use and comparisons", "es": "Claude product use and comparisons", "it": "Claude product use and comparisons", "fr": "Claude product use and comparisons" }, "metric": { "zh": "社区热度: 97", "en": "Community heat: 97", "de": "Community-Heat: 97", "ja": "コミュニティヒート: 97", "es": "Calor comunidad: 97", "it": "Heat community: 97", "fr": "Chaleur communauté: 97" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/ClaudeAI/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 5, "name": "r/ChatGPT · hot", "reason": { "zh": "大众对话产品体验反馈", "en": "Mass-market chat product experience feedback", "de": "Mass-market chat product experience feedback", "ja": "Mass-market chat product experience feedback", "es": "Mass-market chat product experience feedback", "it": "Mass-market chat product experience feedback", "fr": "Mass-market chat product experience feedback" }, "metric": { "zh": "社区热度: 96", "en": "Community heat: 96", "de": "Community-Heat: 96", "ja": "コミュニティヒート: 96", "es": "Calor comunidad: 96", "it": "Heat community: 96", "fr": "Chaleur communauté: 96" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/ChatGPT/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 6, "name": "r/singularity · hot", "reason": { "zh": "长期能力曲线与社会影响叙事", "en": "Long-run capability curve and social-impact narrative", "de": "Long-run capability curve and social-impact narrative", "ja": "Long-run capability curve and social-impact narrative", "es": "Long-run capability curve and social-impact narrative", "it": "Long-run capability curve and social-impact narrative", "fr": "Long-run capability curve and social-impact narrative" }, "metric": { "zh": "社区热度: 95", "en": "Community heat: 95", "de": "Community-Heat: 95", "ja": "コミュニティヒート: 95", "es": "Calor comunidad: 95", "it": "Heat community: 95", "fr": "Chaleur communauté: 95" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/singularity/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 7, "name": "r/artificial · hot", "reason": { "zh": "综合 AI 新闻与讨论", "en": "General AI news and discussion", "de": "General AI news and discussion", "ja": "General AI news and discussion", "es": "General AI news and discussion", "it": "General AI news and discussion", "fr": "General AI news and discussion" }, "metric": { "zh": "社区热度: 94", "en": "Community heat: 94", "de": "Community-Heat: 94", "ja": "コミュニティヒート: 94", "es": "Calor comunidad: 94", "it": "Heat community: 94", "fr": "Chaleur communauté: 94" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/artificial/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 8, "name": "r/StableDiffusion · hot", "reason": { "zh": "开源图像生成工作流", "en": "Open image-gen workflows", "de": "Open image-gen workflows", "ja": "Open image-gen workflows", "es": "Open image-gen workflows", "it": "Open image-gen workflows", "fr": "Open image-gen workflows" }, "metric": { "zh": "社区热度: 93", "en": "Community heat: 93", "de": "Community-Heat: 93", "ja": "コミュニティヒート: 93", "es": "Calor comunidad: 93", "it": "Heat community: 93", "fr": "Chaleur communauté: 93" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/StableDiffusion/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 9, "name": "r/midjourney · hot", "reason": { "zh": "审美静帧与提示词文化", "en": "Aesthetic stills and prompt culture", "de": "Aesthetic stills and prompt culture", "ja": "Aesthetic stills and prompt culture", "es": "Aesthetic stills and prompt culture", "it": "Aesthetic stills and prompt culture", "fr": "Aesthetic stills and prompt culture" }, "metric": { "zh": "社区热度: 92", "en": "Community heat: 92", "de": "Community-Heat: 92", "ja": "コミュニティヒート: 92", "es": "Calor comunidad: 92", "it": "Heat community: 92", "fr": "Chaleur communauté: 92" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/midjourney/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 10, "name": "r/LangChain · hot", "reason": { "zh": "编排/工具链工程实践", "en": "Orchestration / tool-chain engineering practice", "de": "Orchestration / tool-chain engineering practice", "ja": "Orchestration / tool-chain engineering practice", "es": "Orchestration / tool-chain engineering practice", "it": "Orchestration / tool-chain engineering practice", "fr": "Orchestration / tool-chain engineering practice" }, "metric": { "zh": "社区热度: 91", "en": "Community heat: 91", "de": "Community-Heat: 91", "ja": "コミュニティヒート: 91", "es": "Calor comunidad: 91", "it": "Heat community: 91", "fr": "Chaleur communauté: 91" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/LangChain/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 11, "name": "r/Oobabooga · hot", "reason": { "zh": "本地 WebUI 推理栈", "en": "Local WebUI inference stack", "de": "Local WebUI inference stack", "ja": "Local WebUI inference stack", "es": "Local WebUI inference stack", "it": "Local WebUI inference stack", "fr": "Local WebUI inference stack" }, "metric": { "zh": "社区热度: 90", "en": "Community heat: 90", "de": "Community-Heat: 90", "ja": "コミュニティヒート: 90", "es": "Calor comunidad: 90", "it": "Heat community: 90", "fr": "Chaleur communauté: 90" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/Oobabooga/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 12, "name": "r/LocalAI · hot", "reason": { "zh": "自托管推理与 API 兼容层", "en": "Self-hosted inference and API-compat layers", "de": "Self-hosted inference and API-compat layers", "ja": "Self-hosted inference and API-compat layers", "es": "Self-hosted inference and API-compat layers", "it": "Self-hosted inference and API-compat layers", "fr": "Self-hosted inference and API-compat layers" }, "metric": { "zh": "社区热度: 89", "en": "Community heat: 89", "de": "Community-Heat: 89", "ja": "コミュニティヒート: 89", "es": "Calor comunidad: 89", "it": "Heat community: 89", "fr": "Chaleur communauté: 89" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/LocalAI/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 13, "name": "r/PromptEngineering · hot", "reason": { "zh": "提示词与系统指令技巧", "en": "Prompt and system-instruction craft", "de": "Prompt and system-instruction craft", "ja": "Prompt and system-instruction craft", "es": "Prompt and system-instruction craft", "it": "Prompt and system-instruction craft", "fr": "Prompt and system-instruction craft" }, "metric": { "zh": "社区热度: 88", "en": "Community heat: 88", "de": "Community-Heat: 88", "ja": "コミュニティヒート: 88", "es": "Calor comunidad: 88", "it": "Heat community: 88", "fr": "Chaleur communauté: 88" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/PromptEngineering/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 14, "name": "r/MLOps · hot", "reason": { "zh": "训练/部署/监控生产化", "en": "Train/deploy/monitor productionization", "de": "Train/deploy/monitor productionization", "ja": "Train/deploy/monitor productionization", "es": "Train/deploy/monitor productionization", "it": "Train/deploy/monitor productionization", "fr": "Train/deploy/monitor productionization" }, "metric": { "zh": "社区热度: 87", "en": "Community heat: 87", "de": "Community-Heat: 87", "ja": "コミュニティヒート: 87", "es": "Calor comunidad: 87", "it": "Heat community: 87", "fr": "Chaleur communauté: 87" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/MLOps/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 15, "name": "r/computervision · hot", "reason": { "zh": "视觉模型与应用", "en": "Vision models and applications", "de": "Vision models and applications", "ja": "Vision models and applications", "es": "Vision models and applications", "it": "Vision models and applications", "fr": "Vision models and applications" }, "metric": { "zh": "社区热度: 86", "en": "Community heat: 86", "de": "Community-Heat: 86", "ja": "コミュニティヒート: 86", "es": "Calor comunidad: 86", "it": "Heat community: 86", "fr": "Chaleur communauté: 86" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/r/computervision/hot/", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 16, "name": "Coding agents (Reddit search)", "reason": { "zh": "Cursor/Copilot/agent 编程热议", "en": "Cursor/Copilot/agent coding heat", "de": "Cursor/Copilot/agent coding heat", "ja": "Cursor/Copilot/agent coding heat", "es": "Cursor/Copilot/agent coding heat", "it": "Cursor/Copilot/agent coding heat", "fr": "Cursor/Copilot/agent coding heat" }, "metric": { "zh": "社区热度: 85", "en": "Community heat: 85", "de": "Community-Heat: 85", "ja": "コミュニティヒート: 85", "es": "Calor comunidad: 85", "it": "Heat community: 85", "fr": "Chaleur communauté: 85" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/search/?q=coding%20agent%20OR%20Cursor%20AI&type=link&sort=hot", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 17, "name": "AI video gen (Reddit search)", "reason": { "zh": "视频生成模型与工具讨论", "en": "Video-gen models and tools discussion", "de": "Video-gen models and tools discussion", "ja": "Video-gen models and tools discussion", "es": "Video-gen models and tools discussion", "it": "Video-gen models and tools discussion", "fr": "Video-gen models and tools discussion" }, "metric": { "zh": "社区热度: 84", "en": "Community heat: 84", "de": "Community-Heat: 84", "ja": "コミュニティヒート: 84", "es": "Calor comunidad: 84", "it": "Heat community: 84", "fr": "Chaleur communauté: 84" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/search/?q=AI%20video%20generation%20OR%20Sora&type=link&sort=hot", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 18, "name": "RAG / memory (Reddit search)", "reason": { "zh": "检索增强与长期记忆实践", "en": "RAG and long-term memory practice", "de": "RAG and long-term memory practice", "ja": "RAG and long-term memory practice", "es": "RAG and long-term memory practice", "it": "RAG and long-term memory practice", "fr": "RAG and long-term memory practice" }, "metric": { "zh": "社区热度: 83", "en": "Community heat: 83", "de": "Community-Heat: 83", "ja": "コミュニティヒート: 83", "es": "Calor comunidad: 83", "it": "Heat community: 83", "fr": "Chaleur communauté: 83" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/search/?q=RAG%20LLM%20OR%20AI%20memory&type=link&sort=hot", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 19, "name": "Open-weight models (Reddit search)", "reason": { "zh": "开源权重发布与基准对照", "en": "Open-weight releases and benchmark contrast", "de": "Open-weight releases and benchmark contrast", "ja": "Open-weight releases and benchmark contrast", "es": "Open-weight releases and benchmark contrast", "it": "Open-weight releases and benchmark contrast", "fr": "Open-weight releases and benchmark contrast" }, "metric": { "zh": "社区热度: 82", "en": "Community heat: 82", "de": "Community-Heat: 82", "ja": "コミュニティヒート: 82", "es": "Calor comunidad: 82", "it": "Heat community: 82", "fr": "Chaleur communauté: 82" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/search/?q=open%20weight%20LLM%20OR%20DeepSeek%20OR%20Qwen&type=link&sort=hot", "icon": "assets/icons/domain-www-reddit-com.png" }, { "rank": 20, "name": "AI jobs / automation (Reddit search)", "reason": { "zh": "就业与工作流替代讨论", "en": "Jobs and workflow-replacement talk", "de": "Jobs and workflow-replacement talk", "ja": "Jobs and workflow-replacement talk", "es": "Jobs and workflow-replacement talk", "it": "Jobs and workflow-replacement talk", "fr": "Jobs and workflow-replacement talk" }, "metric": { "zh": "社区热度: 81", "en": "Community heat: 81", "de": "Community-Heat: 81", "ja": "コミュニティヒート: 81", "es": "Calor comunidad: 81", "it": "Heat community: 81", "fr": "Chaleur communauté: 81" }, "evidence_kind": "catalog_anchor", "url": "https://www.reddit.com/search/?q=AI%20jobs%20OR%20AI%20automation&type=link&sort=hot", "icon": "assets/icons/domain-www-reddit-com.png" } ], "sources": [ { "label": "r/MachineLearning hot", "url": "https://www.reddit.com/r/MachineLearning/hot/", "kind": "leaderboard", "note": { "zh": "ML 研究社区热帖入口", "en": "ML research community hot feed", "de": "ML research community hot feed", "ja": "ML research community hot feed", "es": "ML research community hot feed", "it": "ML research community hot feed", "fr": "ML research community hot feed" } }, { "label": "r/LocalLLaMA hot", "url": "https://www.reddit.com/r/LocalLLaMA/hot/", "kind": "leaderboard", "note": { "zh": "本地/开源 LLM 实操热帖", "en": "Local/open-weight LLM practice hot feed", "de": "Local/open-weight LLM practice hot feed", "ja": "Local/open-weight LLM practice hot feed", "es": "Local/open-weight LLM practice hot feed", "it": "Local/open-weight LLM practice hot feed", "fr": "Local/open-weight LLM practice hot feed" } }, { "label": "Reddit search · AI", "url": "https://www.reddit.com/search/?q=AI&type=link&sort=hot", "kind": "trusted_site", "note": { "zh": "全站 AI 热门搜索", "en": "Sitewide AI hot search", "de": "Sitewide AI hot search", "ja": "Sitewide AI hot search", "es": "Sitewide AI hot search", "it": "Sitewide AI hot search", "fr": "Sitewide AI hot search" } }, { "label": "Reddit API wiki (archive)", "url": "https://github.com/reddit-archive/reddit/wiki/API", "kind": "docs", "note": { "zh": "API 公开说明归档（程序化抓榜需合规/限流；reddit.com/dev 常拦 bot）", "en": "Public API wiki archive (programmatic charts need compliance; reddit.com/dev often bot-blocked)", "de": "Public API wiki archive (programmatic charts need compliance; reddit.com/dev often bot-blocked)", "ja": "Public API wiki archive (programmatic charts need compliance; reddit.com/dev often bot-blocked)", "es": "Public API wiki archive (programmatic charts need compliance; reddit.com/dev often bot-blocked)", "it": "Public API wiki archive (programmatic charts need compliance; reddit.com/dev often bot-blocked)", "fr": "Public API wiki archive (programmatic charts need compliance; reddit.com/dev often bot-blocked)" } } ], "cover": { "path": "assets/theme-reddit-ai-hot.webp", "file": "theme-reddit-ai-hot.webp", "generator": "grok-imagine" } }, { "id": "github-ai", "i18n": { "zh": { "title": "GitHub · AI 仓库索引", "subtitle": "开源 AI 高频仓库——每条可点 GitHub（编辑地图，非实时 Trending 位次）", "metric_label": "生态可见度" }, "en": { "title": "GitHub · AI Repo Index", "subtitle": "High-frequency open-source AI repos — each row links GitHub (editorial map, not live Trending ranks)", "metric_label": "Ecosystem visibility" }, "de": { "title": "GitHub · AI-Repo-Index", "subtitle": "Häufige Open-Source-AI-Repos — jeder Link GitHub", "metric_label": "Ökosystem-Sichtbarkeit" }, "ja": { "title": "GitHub · AIリポジトリ索引", "subtitle": "主要OSS AIリポジトリ——各行GitHub", "metric_label": "エコ可視性" }, "es": { "title": "GitHub · índice repos AI", "subtitle": "Repos AI open-source frecuentes — cada fila enlaza GitHub", "metric_label": "Visibilidad ecosistema" }, "it": { "title": "GitHub · indice repo AI", "subtitle": "Repo AI open-source frequenti — ogni riga punta GitHub", "metric_label": "Visibilità ecosistema" }, "fr": { "title": "GitHub · index dépôts IA", "subtitle": "Dépôts IA open-source fréquents — chaque ligne lie GitHub", "metric_label": "Visibilité écosystème" } }, "count": 20, "items": [ { "rank": 1, "name": "ollama/ollama", "reason": { "zh": "本地模型运行时；Docker 式一键拉起", "en": "Local model runtime; Docker-like one-shot pull", "de": "Local model runtime; Docker-like one-shot pull", "ja": "Local model runtime; Docker-like one-shot pull", "es": "Local model runtime; Docker-like one-shot pull", "it": "Local model runtime; Docker-like one-shot pull", "fr": "Local model runtime; Docker-like one-shot pull" }, "metric": { "zh": "生态可见度: 100", "en": "Ecosystem visibility: 100", "de": "Ökosystem-Sichtbarkeit: 100", "ja": "エコ可視性: 100", "es": "Visibilidad ecosistema: 100", "it": "Visibilità ecosistema: 100", "fr": "Visibilité écosystème: 100" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/ollama/ollama", "icon": "assets/icons/gh-ollama.png" }, { "rank": 2, "name": "ggml-org/llama.cpp", "reason": { "zh": "CPU/GPU 本地量化推理基座", "en": "CPU/GPU local quantized inference base", "de": "CPU/GPU local quantized inference base", "ja": "CPU/GPU local quantized inference base", "es": "CPU/GPU local quantized inference base", "it": "CPU/GPU local quantized inference base", "fr": "CPU/GPU local quantized inference base" }, "metric": { "zh": "生态可见度: 99", "en": "Ecosystem visibility: 99", "de": "Ökosystem-Sichtbarkeit: 99", "ja": "エコ可視性: 99", "es": "Visibilidad ecosistema: 99", "it": "Visibilità ecosistema: 99", "fr": "Visibilité écosystème: 99" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/ggml-org/llama.cpp", "icon": "assets/icons/gh-ggml-org.jpg" }, { "rank": 3, "name": "huggingface/transformers", "reason": { "zh": "模型加载与训练默认库", "en": "Default model load/train library", "de": "Default model load/train library", "ja": "Default model load/train library", "es": "Default model load/train library", "it": "Default model load/train library", "fr": "Default model load/train library" }, "metric": { "zh": "生态可见度: 98", "en": "Ecosystem visibility: 98", "de": "Ökosystem-Sichtbarkeit: 98", "ja": "エコ可視性: 98", "es": "Visibilidad ecosistema: 98", "it": "Visibilità ecosistema: 98", "fr": "Visibilité écosystème: 98" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/huggingface/transformers", "icon": "assets/icons/gh-huggingface.png" }, { "rank": 4, "name": "vllm-project/vllm", "reason": { "zh": "高吞吐开源 serving", "en": "High-throughput open serving", "de": "High-throughput open serving", "ja": "High-throughput open serving", 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"de": "Ökosystem-Sichtbarkeit: 93", "ja": "エコ可視性: 93", "es": "Visibilidad ecosistema: 93", "it": "Visibilità ecosistema: 93", "fr": "Visibilité écosystème: 93" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/openai/codex", "icon": "assets/icons/gh-openai.png" }, { "rank": 9, "name": "Aider-AI/aider", "reason": { "zh": "Git 原生 pair-programming agent", "en": "Git-native pair-programming agent", "de": "Git-native pair-programming agent", "ja": "Git-native pair-programming agent", "es": "Git-native pair-programming agent", "it": "Git-native pair-programming agent", "fr": "Git-native pair-programming agent" }, "metric": { "zh": "生态可见度: 92", "en": "Ecosystem visibility: 92", "de": "Ökosystem-Sichtbarkeit: 92", "ja": "エコ可視性: 92", "es": "Visibilidad ecosistema: 92", "it": "Visibilità ecosistema: 92", "fr": "Visibilité écosystème: 92" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/Aider-AI/aider", "icon": "assets/icons/gh-aider-ai.png" }, { "rank": 10, "name": "All-Hands-AI/OpenHands", "reason": { "zh": "开源软件工程 agent 平台", "en": "Open software-engineering agent platform", "de": "Open software-engineering agent platform", "ja": "Open software-engineering agent platform", "es": "Open software-engineering agent platform", "it": "Open software-engineering agent platform", "fr": "Open software-engineering agent platform" }, "metric": { "zh": "生态可见度: 91", "en": "Ecosystem visibility: 91", "de": "Ökosystem-Sichtbarkeit: 91", "ja": "エコ可視性: 91", "es": "Visibilidad ecosistema: 91", "it": "Visibilità ecosistema: 91", "fr": "Visibilité écosystème: 91" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/All-Hands-AI/OpenHands", "icon": "assets/icons/gh-all-hands-ai.png" }, { "rank": 11, "name": "cline/cline", "reason": { "zh": "IDE 侧 autonomous coding agent", "en": "IDE-side autonomous coding agent", "de": "IDE-side autonomous coding agent", "ja": "IDE-side autonomous coding agent", "es": "IDE-side autonomous coding agent", "it": "IDE-side 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{ "zh": "生态可见度: 86", "en": "Ecosystem visibility: 86", "de": "Ökosystem-Sichtbarkeit: 86", "ja": "エコ可視性: 86", "es": "Visibilidad ecosistema: 86", "it": "Visibilità ecosistema: 86", "fr": "Visibilité écosystème: 86" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/open-webui/open-webui", "icon": "assets/icons/gh-open-webui.png" }, { "rank": 16, "name": "langgenius/dify", "reason": { "zh": "可视化 LLM 应用/工作流平台", "en": "Visual LLM app/workflow platform", "de": "Visual LLM app/workflow platform", "ja": "Visual LLM app/workflow platform", "es": "Visual LLM app/workflow platform", "it": "Visual LLM app/workflow platform", "fr": "Visual LLM app/workflow platform" }, "metric": { "zh": "生态可见度: 85", "en": "Ecosystem visibility: 85", "de": "Ökosystem-Sichtbarkeit: 85", "ja": "エコ可視性: 85", "es": "Visibilidad ecosistema: 85", "it": "Visibilità ecosistema: 85", "fr": "Visibilité écosystème: 85" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/langgenius/dify", "icon": 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"分发可见度: 91", "en": "Distribution visibility: 91", "de": "Distributions-Sichtbarkeit: 91", "ja": "配信可視性: 91", "es": "Visibilidad distribución: 91", "it": "Visibilità distribuzione: 91", "fr": "Visibilité distribution: 91" }, "evidence_kind": "catalog_anchor", "url": "https://github.com/Aider-AI/aider", "icon": "assets/icons/gh-aider-ai.png" }, { "rank": 11, "name": "cline/cline", "reason": { "zh": "IDE agent 的 skill/工具组合面", "en": "IDE agent skill/tool composition surface", "de": "IDE agent skill/tool composition surface", "ja": "IDE agent skill/tool composition surface", "es": "IDE agent skill/tool composition surface", "it": "IDE agent skill/tool composition surface", "fr": "IDE agent skill/tool composition surface" }, "metric": { "zh": "分发可见度: 90", "en": "Distribution visibility: 90", "de": "Distributions-Sichtbarkeit: 90", "ja": "配信可視性: 90", "es": "Visibilidad distribución: 90", "it": "Visibilità distribuzione: 90", "fr": "Visibilité distribution: 90" }, "evidence_kind": 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