Verifiable evidence for AI-assisted outputs

The decision

Associate agent-generated or agent-assisted artifacts with verifiable evidence, traceability, and human review where required.

Why it mattered

A plausible output is not sufficient evidence for a governed decision if it cannot be verified, traced, or reviewed.

The trade-off

Evidence requirements add cost and latency, but improve auditability, reproducibility, and confidence in outputs that may affect later decisions.

What changed

AI outputs are treated as verifiable inputs within delivery rather than as authority by themselves.

The outcome

The AI Engineering capability includes traceability, evidence, and review; outputs produced by the team or agents are not individually attributed to Miguel.

Summary of a documented architecture decision. Method, mechanism and supporting evidence are not published.