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Lesson Learned The New Waste in AI Engineering: When Assumptions Age Faster Than Code

April 6, 2026

In AI engineering, knowledge decays faster than code. I spent a morning building a custom MLX-LM integration only to find Ollama had already shipped the solution. Here is why the only defensible moat is a workflow that prioritizes validation over momentum.

  • #lesson-learned
  • #ai-engineering
  • #assumptions
  • #technical-debt
  • #gemma-4
  • #ollama
  • #mlx-lm

© 2026 Alexandre Brisebois

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