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Product / Fixes and re-tests

Ship the fix. Re-test what it touched.

Scenarios coding agents lose you become fixes in Actions, and a re-test of each shipped fix records the pick rate before and after.

Fixes from losses

When another tool, or one the agent builds itself, clearly beats you in a scenario, the loss becomes a ranked fix in Actions. Each fix carries the runs behind it.

Actions · Agent Picks
  1. 01

    Fix acme.dev/docs/express returning 404

    acme.dev/docs/express returned 404 in 9 runs across 2 scenarios, with no later success recorded.

    Live
    • Express·Add an integration·Codexgpt-6.1-sol
    • Express·Use a hosted service·Codexgpt-6.1-sol

    Copy as a coding-agent prompt

  2. 02

    Improve how often agents pick Acme in Next.js

    1 of 8 completed runs picked Acme.

    Suggested
    • Next.js·Add an integration·Codexgpt-6.1-sol
  3. 03

    Fix the @acme/rails install agents tried in Rails

    Installing @acme/rails failed in 4 runs across 2 scenarios, with no later successful install.

    Suggested
    • Rails·Add an integration·Claude Codeclaude-sonnet-5-5
    • Rails·Use a hosted service·Claude Codeclaude-sonnet-5-5

Re-test what the fix touched

Once a fix is live, re-test only the scenarios it lost in, with the same test app, request, agent and model as the original test.

Re-test this fix

Fix acme.dev/docs/express returning 404

acme.dev/docs/expressLoads now200

Re-test scope: up to 40 runs across 2 scenarios

  • Express·Add an integration·Codexgpt-6.1-solBefore: 0 of 8 runs · 0%
  • Express·Use a hosted service·Codexgpt-6.1-solBefore: 2 of 8 runs · 25%

No other scenario is re-run.

Pay only for the runs you need

See the credit estimate and confirm it before a re-test runs. It stops once every scenario has clearly moved, and the credits for runs it skips come back.

Re-test · batches of 8
  1. Batch 1
  2. Batch 2
  3. Batch 3Not run
  4. Batch 4Not run
  5. Batch 5Not run
  • Installed you12
  • Built its own2
  • Installed another tool2

16 of up to 40 runs

The change was clear at 90%. The remaining runs were stopped and unused credits refunded.

Before and after pick rates

See each re-tested scenario's pick rate before and after, with the likely range. The result goes to Results and shows what moved, not what caused it.

Results · re-test

Fix acme.dev/docs/express returning 404

Improved
  • Express·Add an integration·Codexgpt-6.1-sol

    Before0 of 8 · 0% · likely 0–25%
    After6 of 8 · 75% · likely 46–91%
  • Express·Use a hosted service·Codexgpt-6.1-sol

    Before2 of 8 · 25% · likely 9–54%
    After6 of 8 · 75% · likely 46–91%

Recorded in Results. Pick rates show what moved, not what caused it.

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Are you an agent? View this page in Markdown.Read our AI instructions.
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Are you an agent? View this page in Markdown.Read our AI instructions.