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  1. There's a quiet assumption underneath most AI discussions: if capability keeps improving, coherence will eventually follow.

  2. Once you can see what the system is doing, the next problem is interacting with it.

  3. AI systems fail in ways that look like success.

  4. We're building AI systems like they're chatbots.

  5. Most AI pipelines have generation and verification backwards.

  6. The industry phrase 'bash is all you need' is technically correct.