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Layer2C Labs

Keith Townsend

Hands-on validation labs for enterprise AI infrastructure. Keith Townsend's research, produced as audio by AI from his published lab records. Scoped real-hardware builds that test where decision authority actually holds.

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Episodes

7 episodes

  1. Lab 007: The CPU exit is a batch lane, not a serving lane 20:42
  2. Lab 006: Put the judgment in the constraints, not the weights 23:24
  3. Lab 005: Authority you reclaim is authority you run 9:33
  4. Lab 004: You can’t automate a process you haven’t encoded 9:57
  5. Lab 003: The validator determines done, not the loop 8:17
  6. Lab 002: Own the weights, or the platform owns you 9:18
  7. Lab 001: Borrow the vendor’s plumbing, not its judgment 10:58