Deterministic 5-pass LLM verification pipeline — evidence prediction with confidence gating. Provider-agnostic CLI + Python API.
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Updated
Jun 28, 2026 - Python
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evidence-prediction
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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.
research citation hermes fact-checking ai-agents web-search llm evidence-verification grounded-research evidence-prediction
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Updated
Jun 29, 2026
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