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Evidence coding agents benefit from stable code identifiers. "none of these tools give the model a stable, verifiable identifier for the lines it wants to change without wasting tremendous amounts of context and depending on perfect recall" via @marianoguerra.org blog.can.ac/2026/02/12/t...
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Cross-posted from X / @_can1357 In fact only the edit tool changed. That’s it. ¶ 0x0: The Wrong Question The conversation right now is almost entirely …
blog.can.ac
I Improved 15 LLMs at Coding in One Afternoon. Only the Harness Changed.
Jonathan Edwards