The AI thinks, the gate decides — how I made LLM code edits deterministic (and cut token usage 42 )
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title: "The AI thinks, the gate decides — how I made LLM code edits deterministic (and cut token usage 42×)" published: true tags: ai, opensource, typescript, llm The AI thinks, the gate decides D-Engine: a deterministic harness that matches coding agents' quality while burning 14–42× fewer tokens…
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- 2026-09-10 21:18 · DEV Community — AI
The AI thinks, the gate decides — how I made LLM code edits deterministic (and cut token usage 42 )