AriaWave METACOGNITION™ (v1.0) — Self-Auditing Recursive Agent Harness
“Eliminate Agent Hallucinations, Unauthorized API Mutations & 180KB Context Crashes with AriaWave METACOGNITION™ (v1.0).”
Four-layer recursive cognitive firewall (metacognition_auditor.py) governing epistemic confidence, Read-Live / Write-Draft MCP Cleanroom execution, 180KB anti-amnesia rolling context compaction, and pre-flight URL/media verification.
CLAIM: Zero-dependency recursive cognitive governance for enterprise AI agents. PROOF: Deterministic Python 3 engine (skills/metacognition-engine/metacognition_auditor.py --selftest PASS) enforces ECEF >= 0.82, HMAC-SHA256 Write-Draft Cleanroom gates, 180KB context budget slimming, and soft-404 URL blocking.
How do we stop autonomous AI agents from hallucinating actions, mutating production CRMs/accounting ledgers without approval, or crashing when context hits 180,000 characters?
AriaWave METACOGNITION™ is a zero-dependency Python 3 recursive cognitive governance harness that sits between any LLM agent and its MCP tools—enforcing an Epistemic Confidence & Entropy Firewall (ECEF >= 0.82), a Read-Live / Write-Draft MCP Cleanroom Gate with HMAC-SHA256 HITL approval, a 180KB rolling context budget slimmer, and a Pre-Flight Soft-404 Link & Media Verifier.
Production Stack
Proven Production Guarantees
- Enforces Read-Live / Write-Draft MCP Cleanrooms so invoices, emails, and CRM deletions stage safely as drafts until an HMAC-SHA256 HITL token is verified.
- Prevents 180,000-character prompt budget crashes and infinite retry loops with automated trajectory compaction and tool-pivot recovery.
- Eliminates soft-404 links (dev.to/new, medium.com/p/.../submission, localhost) and blank video frames before any social or client asset ships.
Implementation & Verification Runbook
Verify all four cognitive firewall gates (ECEF, MCP Cleanroom, 180KB Context Slimmer, and Soft-404 Verifier) with zero external pip dependencies.
python skills/metacognition-engine/metacognition_auditor.py --selftest