ai-output-verification

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sisyphus-iambe / northstar-exam

Trust checkpoint for AI-generated code, agent reports & embodied-AI artifacts — the exam hall for LLM output. Solves LLM hallucination with programmatic verification: four-layer statistical exams, invariant examiner, conclusion anchors. No LLM self-evaluation — deterministic verdicts.

llm-safety deterministic-verification ai-output-verification llm-hallucination-detection trust-checkpoint statistical-exams self-evolving-judge memory-profile no-llm-judging invariant-examiner

Updated Aug 20, 2026
Python

electricwolfemarshmallowhypertext / laconic-skill

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Deterministic verifier for concise AI output. Pass, fail, rewrite, and emit receipts without model calls.

cli typescript developer-tools receipts ai-agents ai-tools llm prompt-engineering llms llm-tools llm-evaluation ai-verification agent-tools prompt-engineering-tool claude-code claude-plugin ai-agent-tooling ai-output-verification deterministic-verifier

Updated Jul 29, 2026
TypeScript

lluvr / touchstone

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A deterministic first-pass filter for unsupported claims in LLM output, computed without calling another LLM. Not a standalone hallucination detector. A spec plus reference implementation, shipped as touchstone-mcp.

python mcp verification methodology touchstone llm llm-evaluation measurement-standard model-context-protocol mcp-server ai-output-verification clarethium model-independence

Updated Jul 27, 2026
Python

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