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Picking Models as a Mac User

After spending the past two weeks redoing all the models around the house, I realized it might make a good topic to chat about.

Your agent's memory needs the word 'no' — and a way to prove nobody edited it

the expensive failure in AI-assisted coding isn't a bad line of code — linters and tests catch those. it's an agent confidently re-implementing something your team already tried and killed.

  • Memory in AI-assisted coding now arrives at session start
  • Rejection and abandonment are first-class outcomes, not inferences
  • Tamper-evident hash chain records rejected decisions permanently

The agent that refuses to guess

I work at a B2B telecom consultancy. I'm not the one auditing the bills, but every month I watch how it's done: open the invoice PDF, check every line against the signed contract, compare it with what…

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