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I pity the poor souls who need to read that.


Nobody reads it, silly. At most they'll just run it through their own AI and copy-paste the output if a response is needed.

It's like all those AI meeting tools. Full transcripts of entire meetings and no human ever takes a 2nd look at them for literally any reason, ever. My favorite is the meeting summaries that nobody reads, and then 2 weeks later a miracle happens and it does get read, only for the AI to summarize nothing useful, or what happens even more often, for the summary to just be blatantly wrong and it implies the opposite of what was said during the meeting!


You can live 3 months where I live with that money.


My point was the opposite - I don't think this "Guardian Angel" product will be worth anything.


Can file edits be erroneous?


yes but GPT 5.6 Sol is pretty good at editing files via sh (e.g. using python)

I also see codex do it that way quite often

and at the same time Opus struggles with using the edit tool in Claude Code even though model and harness are by the same company


Other harnesses tend to have 20k tokens in their system prompt and too many tools, and that drags them down.


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