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Measure Coding-Agent Uplift Honestly: Case Mix and Simpson's Paradox
A coding agent can look faster overall while being slower on every kind of task. Count the whole task, hold the case mix fixed, and see how Simpson's paradox produces a false speedup.8 min readagent-evaluationcoding-agentsWhat an Agent Loop Costs: Quadratic Resend, Cache Reads and Cost per Solved Task
Every call in an agent loop resends the whole context, so input grows with the square of the calls. Derive the cost with caching, price the solved task with an interval, with Claude Code as the worked instance.10 min readclaude-codeinference-costThat is the first entry in the log.
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