
A practical architecture for GPT-6 Astra agents
How to combine asynchronous tools, mid-turn steering, durable state, permissions, evaluation, and human approval in one reliable production system.
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Practical engineering notes for teams moving software and AI from an idea into production.

How to combine asynchronous tools, mid-turn steering, durable state, permissions, evaluation, and human approval in one reliable production system.
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What we removed, what we compressed, when deferred loading helps, and why a lighter website supports users before it supports rankings.
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A practical guide to deciding what to build, shaping the workflow, connecting data, evaluating behavior, and operating the finished system.
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