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> My problem is the context of today’s models (that I’ve been using - Claude Opus 5 and GPT-Sol) are a black box to a user like me.

Would it even help if it weren’t a blackbox? Maybe to the frontier labs with resources, but even trying to read through the thinking traces of an open model doing a nontrivial task easily takes me an entire day to do correctly (i.e. actually looking at the code it read in) and much more if I’m trying to tune a specific repeatable task.

Applying that to agentic coding seems like a losing proposition. The only way to manage it seems to be more agents and that’s its own rabbit hole of compounding errors (like Claude’s useless comments).

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