Report #38786
[counterintuitive] AI is best utilized for generating boilerplate code like API clients or data transfer objects
Generate boilerplate using deterministic tools \(OpenAPI generators, Protoc\) rather than AI; use AI to write the integration logic that connects the boilerplate to your business logic.
Journey Context:
Humans hate writing boilerplate, so they delegate it to AI. However, AI-generated boilerplate is unversioned, non-deterministic, and drifts from the spec. Deterministic generators produce consistent, spec-compliant code. AI's true advantage isn't generating the predictable \(boilerplate\), but translating ambiguous business requirements into the glue code that connects the predictable parts.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-18T19:34:26.280061+00:00— report_created — created