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cv usk
@cv_usk
AI / Software Research Notes AI Agent, LLMOps, MLOps, Software Architecture ๆŠ•็จฟใฏๅ€‹ไบบใฎๆ„่ฆ‹ใงใ™ใ€‚
Joined May 2026
279 Following    408 Followers
๐Ÿงต You told the agent on day one to never expose internal DB IDs. Sixty messages later it builds a new auth flow. Does it still remember? Title: Coding Agents Don't Need Longer History โ€” They Need Intent Continuity URL: The article's premise: bigger context windows and RAG don't fix this. What's missing is a mechanism to check whether past intent still applies right now. Highlight โ‘ ๐Ÿ” A new axis: intent continuity RAG answers "what's relevant?" Longer context solves capacity. Neither answers "is this still true?" The framework splits recovery, validity checking, and application into distinct steps. Highlight โ‘กโš™๏ธ Supersession detection as the verification core When two records share the same target but disagree, the later one wins chronologically โ€” but records in different scopes (prod vs. prototype) both stay active. This verification layer, the author argues, does heavier lifting than retrieval itself. Highlight โ‘ข๐Ÿ“Š The numbers back it up On 70 synthetic interactions, keyword search hit 0.57 recall and passed only 4 of 8 tasks. The intent-aware approach hit 1.00 recall, zero violations, and passed all 8 โ€” for about 28% more tokens. A quiet but essential lens for running coding agents on long-lived projects. #AIAgents# #CodingAgents#
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