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News
Coding Agents Don't Need Longer History??? They Need Intent Continuity
2+ day, 23+ hour ago (1738+ words) I built a system that automatically discovers, verifies, and applies relevant requirements from earlier interactions without asking the user where they came from. I built a complete, working implementation in pure Python and shared actual benchmark numbers from real runs…...
Loop Engineering for RAG: The Small Loops Inside Each Step, the Big Loops Across the Pipeline
4+ week, 8+ hour ago (1680+ words) A one-shot pipeline commits to its first try: parse once, retrieve once, generate once, return whatever comes out. When retrieval comes back empty or the answer is half-formed, there is no second chance. A loop gives the pipeline one: notice…...