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Local Engineer Runs Out of Tokens, Discovers "Programming"

November 3, 2026 · 1 h 1 min

Show notes

This week, Robbie and Adam catch up over Redemption Rye to talk token budgets, worktrees, and whether the harness era is already over. They dig into the abrupt shutdown of GitHub Copilot at work, Bob as the internal AI replacement, branch protection rules that block releases, spec driven development with self documenting agents, and why giving models less context actually produces better results. Along the way, they debate whether frameworks still matter when LLMs write the code, server side renaissance versus thick client ceremony, slop as a choice versus slop as history, the meta harness layer that routes to other harnesses, Jeff the lawnmower that yeets itself off cliffs, Roombas that eat socks and bonk into walls, amp.ai as the smart Bowflex you mount on studs, HSA funded home gyms, and why Redemption Rye tastes like maple and black pepper until it doesn't.

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In this episode:

Chapters

  • 00:00:00 Welcome & Introductions
  • 00:06:56 Copilot Crisis: When AI Gets Yanked Mid-Workflow
  • 00:11:52 Context Overload: Why Less Prompt Is More
  • 00:15:31 Spec-Driven Development & Worktree Workflows
  • 00:18:50 Token Limits & The End of the Subsidized AI Era
  • 00:24:55 Fable AI Returns: Overhyped or Underdelivered?
  • 00:26:55 Slop vs Spaghetti: Code Quality Was Always Questionable
  • 00:34:52 The Framework Debate: Are We Over-Engineering Everything?
  • 00:41:57 Meta-Harnesses & The One Tool to Rule Them All
  • 00:45:38 Conjure: Building Apps from Service Design & User Flows
  • 00:48:59 Jeff the Lawnmower: When Robots Fail Spectacularly
  • 00:54:52 Smart Fitness & The AMP Workout Machine
  • 01:00:17 Wrap Up & Final Thoughts

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