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Orchestrate AI pipelines with Temporal for durable workflows, Prefect for data + AI, or Airflow for batch jobs. Handle retries, human approval, and cost tracking.
Product wants features. Engineering wants to fix the architecture. Neither fully understands the other''s constraints. The result is either all-features-no-quality or all-refactoring-no-shipping. The fix requires building a shared language around trade-offs, not just better processes.
Implement consumer-driven contract testing with Pact to verify that APIs and clients agree on their interface without full integration tests.
Design APIs for AI agents: structured errors, idempotency keys, verbose context, bulk operations, OpenAPI specs, token-based rate limiting, and version stability.
Design APIs clients love: sensible defaults, cursor pagination, problem details errors, rate limit headers, and deprecation lifecycle.