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AI Engineering System

Agents propose; humans and policy accept.

The AI engineering system turns agent-assisted development into an inspectable control loop:

plan -> act -> evaluate

GitHub is the system of record and control plane. Pull requests, workflow results, reviews, and durable evidence keep implementation separate from acceptance.

Topic Start here
Architecture Control loop, trust model, and technology mapping
Quickstart Apply the system to an existing GitHub project
Reference implementation Map the design to the Northstar proof of concept
Conformance Read the current guide and reference audit

The application reference is fictional. Its incidents, identifiers, and metrics are examples for inspection and testing, not production claims.