Cache first
Retrieve a fresh, scoped, verified artifact before repeating reasoning.
Efficiency / measured, not imagined
The architecture starts with retrieval and a compact delta. It escalates to a specialist only when the task earns one.
Retrieve a fresh, scoped, verified artifact before repeating reasoning.
Pass a stable reference and the changed facts instead of full history.
Start with one owner; fan out only for independent bounded work.
Naive
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No fabricated savings
This site uses relative units only. Token, latency, and cost claims appear only when a real benchmark with a stated methodology exists.