Updates, guides, and specs for the jw-agent-toolkit project — Python monorepo, MCP server, RAG, agents, fine-tuning, browser extension.https://jw-agent-toolkit.vercel.app/esGPL-3.0https://www.rssboard.org/rss-specificationhttps://jw-agent-toolkit.vercel.app/docs/guias/book-camera/https://jw-agent-toolkit.vercel.app/docs/guias/book-camera/Apunta a un libro físico y el toolkit OCR'iza, clasifica y sugiere acciones (read_aloud, open_in_jw_library, open_in_wol, show_answer). REST endpoints opt-in.Thu, 11 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/broadcasting-visual-search/https://jw-agent-toolkit.vercel.app/docs/guias/broadcasting-visual-search/Sampler de frames + VLM captioning + CLIP + RRF + OCR opcional sobre videos de JW Broadcasting. Frames nunca se almacenan, solo captions + embeddings.Thu, 11 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/conversation-sparring/https://jw-agent-toolkit.vercel.app/docs/guias/conversation-sparring/Simulador de interlocutor para predicación con 6 personas × 3 idiomas, memoria F61, NLI F39 opt-in, voice mode y persistencia SQLite cross-process.Thu, 11 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/doctrinal-drift/https://jw-agent-toolkit.vercel.app/docs/guias/doctrinal-drift/Embeddings temporales + DBSCAN cosine + cluster alignment + significance. La nota Prov 4:18 trilingüe SIEMPRE va inyectada. Wire-up F49 Second Brain + SVG timeline.Thu, 11 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/doctrinal-reasoner/https://jw-agent-toolkit.vercel.app/docs/guias/doctrinal-reasoner/Chain-of-thought verificable con ReAct + NLI F39 + reformulator de framing tóxico, golden set de 10 preguntas multi-paso y tool dispatcher real.Thu, 11 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/family-voice-clone/https://jw-agent-toolkit.vercel.app/docs/guias/family-voice-clone/TTS con voz de un familiar (con consentimiento) para uso personal no comercial. License gate 3 capas + audit hook F43 + cifrado Fernet opt-in (JW_VOICE_KEY).Thu, 11 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/image-quote-verifier/https://jw-agent-toolkit.vercel.app/docs/guias/image-quote-verifier/Defensa visual contra citas falsas en memes/screenshots: VLM + OCR + RAG F33 + NLI F39. Emite SUPPORTED/DISTORTED/FABRICATED/UNVERIFIABLE.Thu, 11 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/meta-orchestrator/https://jw-agent-toolkit.vercel.app/docs/guias/meta-orchestrator/Planner LLM + executor topológico + crítica NLI sobre los 12 agentes existentes con replan opt-in, plan/replay determinista y export Mermaid del DAG.Thu, 11 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/talk-lab/https://jw-agent-toolkit.vercel.app/docs/guias/talk-lab/Coach de oratoria multimodal local-first: WhisperX + prosodia + 6 counsel points + SVG timeline + F31 PDF export. El audio nunca sale del disco.Thu, 11 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/conceptos/polyglot-python/https://jw-agent-toolkit.vercel.app/docs/conceptos/polyglot-python/Patrón arquitectónico de F53 para usar librerías ML pesadas con cadencias de soporte Python distintas a la del monorepo.Tue, 02 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/jwlibrary-writer/https://jw-agent-toolkit.vercel.app/docs/guias/jwlibrary-writer/Generar .jwlibrary con notas/highlights desde agentes. Cierra read-write loop con JW Library nativo.Tue, 02 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/jwpub-writer/https://jw-agent-toolkit.vercel.app/docs/guias/jwpub-writer/Empaquetar HTML+media como .jwpub cifrado importable en JW Library. Port de darioragusa/html2jwpub (MIT).Tue, 02 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/multilingual-wire-up/https://jw-agent-toolkit.vercel.app/docs/guias/multilingual-wire-up/Los 8 call sites que convierten F50-F54 de islas portadas en capacidades del toolkit.Tue, 02 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/nllb-translation/https://jw-agent-toolkit.vercel.app/docs/guias/nllb-translation/200 idiomas vía CTranslate2 INT8. is_commercial_safe=False. Cero alucinación numérica en versículos.Tue, 02 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/omnilingual-asr/https://jw-agent-toolkit.vercel.app/docs/guias/omnilingual-asr/Provider Meta Apache 2.0 vía venv Python 3.12 dedicado. Quechua, Kinyarwanda, Aymara, Guaraní confirmados.Tue, 02 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/guias/organized-app-schemas/https://jw-agent-toolkit.vercel.app/docs/guias/organized-app-schemas/Port verbatim de los tipos TS de sws2apps/organized-app: PersonType, SchedWeekType, S-21 post-2023.Tue, 02 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/readme/https://jw-agent-toolkit.vercel.app/docs/readme/Mon, 01 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/vision/https://jw-agent-toolkit.vercel.app/docs/vision/Mon, 01 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/architecture/https://jw-agent-toolkit.vercel.app/docs/architecture/Mon, 01 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/conceptos/flujos-end-to-end/https://jw-agent-toolkit.vercel.app/docs/conceptos/flujos-end-to-end/Mon, 01 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/roadmap/https://jw-agent-toolkit.vercel.app/docs/roadmap/Mon, 01 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/conceptos/decisiones-de-diseno/https://jw-agent-toolkit.vercel.app/docs/conceptos/decisiones-de-diseno/Mon, 01 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/vision_audit/https://jw-agent-toolkit.vercel.app/docs/vision_audit/Mon, 01 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/conceptos/extrapolar-a-otras-religiones/https://jw-agent-toolkit.vercel.app/docs/conceptos/extrapolar-a-otras-religiones/Mon, 01 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/conceptos/estrategia-multi-idioma/https://jw-agent-toolkit.vercel.app/docs/conceptos/estrategia-multi-idioma/Mon, 01 Jun 2026 00:00:00 GMThttps://jw-agent-toolkit.vercel.app/docs/conceptos/ci-y-testing/https://jw-agent-toolkit.vercel.app/docs/conceptos/ci-y-testing/Mon, 01 Jun 2026 00:00:00 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