Why a frontier LLM for a single edit beats costly plan‑then‑execute pipelines
Stencil shows that a “plan‑then‑execute” chain with a frontier model and a cheap executor actually costs more, because the expensive model reads the whole codebase twice. By limiting the frontier LLM to a single, decisive edit, you cut token usage and spend ~14% less while keeping the same success rate.