Empirica v1.3.0 Released: Cognitive Immune System & Memory

[Nubaeon]

Empirica v1.3.0 is live!

This release introduces major features for persistent AI memory and self-calibration:

Key Features

Cognitive Immune System

• Lessons as antibodies (procedural knowledge)
• Findings decay related lessons via keyword matching
• Central tolerance prevents autoimmune attacks
• Min confidence floor: 0.3 (lessons never fully die)

Qdrant Memory Integration

• Semantic search across findings, unknowns, dead-ends
• Auto-embed on POSTFLIGHT
• Pattern retrieval hooks for PREFLIGHT and CHECK

Behavioral Calibration

• 995 Bayesian observations driving bias corrections
• completion +0.70, state +0.64, uncertainty -0.14
• Readiness gate: know >= 0.70 AND uncertainty <= 0.35

Get Started

pip install empirica-mcp
empirica session-create --ai-id my-agent

Links

• Release Notes
• Documentation
• Research Paper

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Questions? Drop them in the Q&A category!