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stewart hu 6c999186c0 Add evaluation architecture (doc 12)
Four-layer eval design (LLM tasks / skills / safety chain / end-to-end
decision quality), datasets built on event-log replay (I7), change
gates mapping each change type to required evals — envelope widening
approvable only on shadow/online L4 data — and measurable definitions
for the proposal's core KPIs.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_019u5SLNweVio6ozJX7yfxQr

🔮 View transcript: https://logs.lojong.info/s/e8u90k3t33w590r7b5y7yzqh
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