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Stop Engineering Prompts: How an Eval-First Harness Let Us Ship 25 Algorithm Versions Autonomously

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Stop Engineering Prompts: How an Eval-First Harness Let Us Ship 25 Algorithm Versions Autonomously
⚡ TL;DR · AI summary

The article discusses the development of an AI harness that enables the autonomous shipping of algorithm versions. This harness allows for rapid iterations on a color quantization pipeline for a LEGO-style pixel mosaic tool. The author emphasizes that the harness, rather than prompt engineering, is key to maintaining quality while increasing output speed.

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try { if(localStorage) { let currentUser = localStorage.getItem('current_user'); if (currentUser) { currentUser = JSON.parse(currentUser); if (currentUser.id === 3923686) { document.getElementById('article-show-container').classList.add('current-user-is-article-author'); } } } } catch (e) { console.error(e); } BMBrick Posted on May 24 Stop Engineering Prompts: How an Eval-First Harness Let Us Ship 25 Algorithm Versions Autonomously #ai #llm #mcp #devops tl;dr — Agents are good at small fixes and terrible at "make this algorithm better" because every change looks good in isolation and silently regresses elsewhere.

Excerpt limited to ~120 words for fair-use compliance. The full article is at DEV.to (Top).

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