AI Waka
Apr 14, 2026 · Artificial Intelligence
From Prompt Chains to Python State Machines: Evolving Production‑Grade AI Orchestration
This article chronicles three generations of production‑grade AI orchestration—from fragile Claude Code skill chains, through adversarial sub‑agent pipelines with explicit judges, to a deterministic Python state‑machine built on the Claude Agent SDK—highlighting how structured control flow, task splitting, and budget enforcement dramatically improve reliability over raw prompt‑driven workflows.
AI OrchestrationClaude Agent SDKLLM
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