01
Model state
Separate conversation context, durable facts, workflow state, and external system truth.
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Design tool-using AI systems with explicit state, durable memory, permission boundaries, evaluation, and recovery paths.
An agent architecture that can explain what happened, resume safely, and improve under evaluation instead of relying on prompt luck.
01
Separate conversation context, durable facts, workflow state, and external system truth.
02
Define scoped capabilities, validation, idempotency, and approval points.
03
Record decisions and tool results so failures can be replayed and classified.
04
Use fixed tasks and outcome checks before expanding autonomy.