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Research Insights Made Simple
Live · October 9, 2026Research Insights Made Simple #36

Harness design for long-running (autonomous) application development

Planner, generator, evaluator: what pays off, and what goes when the model improves

/ Research Insights Made Simple #36 · Long-running development

Slide contents

  1. 1. Harness design for long-running (autonomous) application development

    Planner, generator, evaluator: what pays off, and what goes when the model improves

  2. 2. An evaluator joined taste and correctness

  3. 3. Every harness component encodes a model assumption

  4. 4. On long tasks, context and self-assessment fail

  5. 5. Resets trade continuity for a clean slate

  6. 6. Tuning a skeptic beats tuning self-critique

  7. 7. Four criteria turn taste into grades

  8. 8. The last iteration is not always best

  9. 9. Three agents split scope, build and acceptance

  10. 10. “Done” is agreed before any code

  11. 11. One criterion below threshold fails the sprint

  12. 12. Full harness: over 20× the solo cost

  13. 13. The solo build’s game did not work

  14. 14. Evaluator findings name a likely cause

  15. 15. Untuned, Claude is a poor QA agent

  16. 16. Simplify one component at a time

  17. 17. Each new model retired some scaffolding

  18. 18. The evaluator pays off beyond solo reliability

  19. 19. Building took 91% of the DAW budget

  20. 20. QA caught display-only features

  21. 21. What the evaluator cannot observe stays unchecked

  22. 22. The harness space moves rather than shrinks

  23. 23. Autonomy needed a separate action check

  24. 24. State outlived the replaceable harness