HKHououin Kyoumainxanther.hashnode.dev·May 9 · 8 min readWhy AI Coding Agents Waste 30% of Their Tokens — And How to Fix ItThe Hidden Cost of Blind Agents Every AI coding agent has the same workflow: receive a task, search the codebase, read files, write code. The problem is step 2. The agent doesn't know the codebase. It10
HKHououin Kyoumainxanther.hashnode.dev·May 9 · 10 min readHow a $0.02/Call Model Scored 78.2% on SWE-bench Verified — Beating Every Model on the Leaderboard TL;DR We added architectural context to AI coding agents via MCP and tested on SWE-bench Verified (500 real bugs). MiniMax M2.5 — a model that costs $0.02 per call — scored 78.2%, surpassing every mod10
