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Add QAE safety certification integration#20

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tb8412 wants to merge 1 commit intovon-development:mainfrom
tb8412:add-qae-safety-certification
Open

Add QAE safety certification integration#20
tb8412 wants to merge 1 commit intovon-development:mainfrom
tb8412:add-qae-safety-certification

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@tb8412 tb8412 commented Mar 16, 2026

What is QAE?

QAE is a deterministic safety certification kernel that verifies agent actions before execution. Unlike guardrails that filter outputs, QAE certifies proposed actions against constraint channels and produces auditable, SHA-256 hashed certificates.

Integration

The QAE + LangGraph example adds a certification node to LangGraph workflows that evaluates tool calls against budget, rate, scope, reversibility, and data sensitivity constraints, then routes based on the decision:

  • Certified → Execute immediately
  • CertifiedWithWarning → Execute with logging
  • EscalateToHuman → Pause for review
  • Blocked → Reject

Resources

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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