Cognitive Persistence Layer

Catch AI Hallucinations Before They Reach Production

Enterprise-grade verification for AI agents in healthcare, finance, and legal. Every claim checked. Every output auditable. Every hallucination flagged.

9 Patent-Pending
AES-256-GCM
294 Tests
48KB Binary

Your AI agents hallucinate. In regulated industries, that is not a bug — it is a liability.

Compliance Risk

AI agents in regulated industries output unverified claims. One hallucinated drug interaction or legal citation can cost $10M+ in liability and regulatory penalties.

No Audit Trail

When AI gets it wrong, you cannot trace what it remembered, who verified it, or why it was trusted. Regulators and auditors demand full provenance.

Vendor Lock-in

Cloud-only memory systems hold your knowledge hostage. Switch providers, lose everything. CPL Engine™ runs on-premise with portable, encrypted knowledge units.

From input to verified knowledge

Four stages of rigorous scrutiny. Every crystal in your knowledge base has been challenged, cross-checked, and audited.

Input

Claims, facts, clinical data, legal citations, financial assertions — any knowledge from your AI agents flows into the CPL verification pipeline.

Verify

3+ AI models independently cross-check every claim before storage. Configurable verification depth from quick-check to deep regulatory audit.

Crystallize

Verified knowledge is encoded into Crystal Interchange Format (CIF) — portable, versioned, encrypted at rest, with tamper-detection signatures.

Recall

Every recalled knowledge unit includes confidence scores, verification timestamps, source provenance, and a complete chain of custody.

Built for regulated industries

Every feature designed with compliance officers, security teams, and auditors in mind.

Compliance-Grade Verification

Multi-AI adversarial consensus flags inaccurate knowledge before storage. Configurable verification depth from quick-check to deep regulatory audit.

Auditable Knowledge Units

Every stored fact includes confidence scores, verification timestamps, source provenance, and version history. Full chain of custody for compliance reporting.

Cognitive State Resume

Captures and restores an AI agent's complete reasoning state — hypotheses, confidence distributions, explored paths, and planned next steps — across sessions.

CIF Portability

Crystal Interchange Format works across Claude, GPT, Gemini, and local models. Your verified knowledge is never locked to a single provider or platform.

MCP Integration

Native Model Context Protocol server. Drop CPL into any MCP-compatible AI tool — Claude Code, Cursor, Windsurf — with zero code changes.

Open Core Model

Full verification engine is open source. Enterprise features (SSO, RBAC, audit logs, review queue) available under commercial license.

Designed for teams building AI in regulated industries

Healthcare

Drug interaction verification

Financial Services

Regulatory compliance audit

Legal

Case citation verification

Government

Air-gapped deployment

Where CPL Engine™ adds verification

Five minutes to verified AI

Installation

Python pip install cpl-engine
npm npm install @axisradius/cpl-engine

Also available as: REST API, CLI, MCP Server, Chrome Extension

from cpl import CPL

cpl = CPL(encryption_key="your-key")
crystal = cpl.crystallize(
    "Patient should take 500mg ibuprofen daily",
    source="clinical-ai-agent"
)
print(crystal.confidence)  # 0.23 -- flagged for review

Open source core. Enterprise when ready.

Start with the full open source verification engine. Add enterprise features when your compliance and scale requirements demand it.

Open Source
Free
Forever
  • Full verification engine
  • Crystal engine with CIF support
  • Consensus verification (3 strategies)
  • Cognitive state serialization
  • MCP server integration
  • AES-256-GCM encryption
  • CLI and Python SDK
  • Community support
pip install cpl-engine

Download the CPL Enterprise Guide

10,000-word comprehensive guide covering architecture, use cases, competitive analysis, and deployment. Reviewed and approved for distribution.

Download Guide

Ready to verify your AI's knowledge?

Contact our team to discuss enterprise deployment, on-premise installation, or custom verification pipelines.