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I start with the constraints that matter: latency, cost, fallback paths, observability, and human takeover. Then I choose the model, orchestration, and tool-calling shape.

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Start with architecture, AI integrations, production backend work, or the trade-offs behind a decision.

I start with the constraints that matter: latency, cost, fallback paths, observability, and human takeover. Then I choose the model, orchestration, and tool-calling shape.

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