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
Trustworthy memory system for LLM companions. Prevents memory fabrication with provenance tracking, write gates, and grounding audits.
Arkheia MCP Trust Server + Enterprise Proxy — fabrication detection for enterprise AI pipelines
Treat an AI-text detector as a fitness function for rewriting, with a deterministic claims-diff that flags fabricated facts against the source. Zero runtime deps, shell-first, for Claude Code and Codex.
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Audit-grade multi-agent orchestration. Fabrication-resistance enforced as a validated contract, not a hope.
Adversarial review + provenance-audit pipeline for LLM-generated research. Catches fabrication, self-overconfidence, and data-layer inflation.
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