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evidence-verification

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Mandatory web-first research workflow for any agentic runtime. Three-tier grounding: official docs → research papers → community perspectives. Evidence-verification pipeline with evidence-prediction (not confidence tags). Integrates with findout CLI and skill4eyes. No answer from parametric knowledge alone.

  • Updated Jun 29, 2026

Agentic entity search engine that converts natural language queries into source-grounded entity tables using web search, scraping, LLM extraction, evidence verification, deduplication, ranking, and observability.

  • Updated Jul 5, 2026
  • Python

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