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Aleem.

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Notes from the workbench.

A balance scale sitting level between Claude Code and Codex, because their SWE-bench Verified scores are now a single point apart.

Codex vs Claude Code: pick by task type, not the benchmark

Codex and Claude Code now score within a point of each other on SWE-bench. Three real-task tests show what actually decides it instead.

 A skill fails visibly on one task. An agent's failure propagates across a chain of steps.

AI agent vs skill: I built 104 skills and zero agents

A skill is instructions for one task. An agent owns the loop. After building 104 skills and shipping few agents, here is when each one actually wins.

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