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Research Insights Made Simple
Engineering article reviewResearch Insights Made Simple #35

Harness engineering: agent environments

Five months in which Codex wrote all of a product’s code while people built its environment

/ Research Insights Made Simple #35 · Harness engineering

Slide contents

  1. 1. Harness engineering: agent environments

    Five months in which Codex wrote all of a product’s code while people built its environment

  2. 2. The coding ban became the method

  3. 3. Five months without hand-written code

  4. 4. Humans steer; agents write everything

  5. 5. Agent failures signal a missing capability

  6. 6. Human QA became the bottleneck

  7. 7. Every change boots its own app

  8. 8. Codex queries logs, metrics and traces

  9. 9. What Codex can’t see doesn’t exist

  10. 10. AGENTS.md is a table of contents

  11. 11. Repo knowledge is versioned and machine-checked

  12. 12. Domain layers are enforced mechanically

  13. 13. Lint errors tell the agent the fix

  14. 14. Enforce invariants, not implementations

  15. 15. One prompt: from bug to merge

  16. 16. At high throughput, fixing beats waiting

  17. 17. Pay down debt daily, not on Fridays

  18. 18. The numbers show scale, not cause

  19. 19. Five months observed; years remain open

  20. 20. Measure each environment capability you add

  21. 21. Count accepted tasks and human time

  22. 22. Discipline moves from code to scaffolding

  23. 23. Symphony moved coordination into issues

  24. 24. The experience became a draft specification