Layer2C Labs

Keith Townsend

Hands-on validation labs for enterprise AI infrastructure. Written by Keith Townsend, narrated by AI. Scoped real-hardware builds that test where decision authority actually holds.

Episodes

  1. 2d ago

    Lab 002: Own the weights, or the platform owns you

    For a custom model you own, cloud token pricing disappears and becomes a rented floor; against a floor the owned box wins, and the managed path takes the weights.

  2. 3d ago

    Lab 001: Borrow the vendor’s plumbing, not its judgment

    The managed data plane is cheap and fast; the cost it hides is the chunking judgment it takes from you. Borrow the plumbing, keep your own chunking.

  • 2 Episodes

About

Hands-on validation labs for enterprise AI infrastructure. Written by Keith Townsend, narrated by AI. Scoped real-hardware builds that test where decision authority actually holds.

Information

  • Creator
    Keith Townsend
  • Years Active
    2026
  • Episodes
    2
  • Rating
    Clean
  • Show Website
    Layer2C Labs