Trustworthy memory system for LLM companions. Prevents memory fabrication with provenance tracking, write gates, and grounding audits.
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Updated
Jun 27, 2026 - Python
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fabrication-detection
Here are 4 public repositories matching this topic...
Arkheia MCP Trust Server + Enterprise Proxy — fabrication detection for enterprise AI pipelines
ai mcp claude llm anthropic hallucination-detection model-context-protocol mcp-server fabrication-detection
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Jun 18, 2026 - Python
Adversarial review + provenance-audit pipeline for LLM-generated research. Catches fabrication, self-overconfidence, and data-layer inflation.
calibration autonomous-research llm-evaluation adversarial-review agent-pipeline fabrication-detection provenance-audit
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Jun 27, 2026 - Python
Audit-grade multi-agent orchestration. Fabrication-resistance enforced as a validated contract, not a hope.
python multi-agent claude production-ai anthropic llm-evaluation langgraph agent-orchestration audit-grade fabrication-detection
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May 16, 2026 - Python
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