The Cheapest AI Request Is The Script You Only Had To Generate Once

Using AI to repeatedly perform file operations is wasteful and unreliable. A better workflow is to use AI once to generate a deterministic, reusable script (Bash, PowerShell, or Python), then run that script as many times as needed without additional AI requests. This saves AI credits, produces reviewable and auditable code, and integrates into team workflows via source control and CI. Key practices include adding dry-run modes, excluding generated folders, printing summaries, and ensuring idempotency. The post also introduces a 'model ladder' concept where deterministic scripts sit at the base, reserving expensive frontier models for judgment-heavy tasks like architecture and debugging.