shuke987 opened a new pull request, #69953:
URL: https://github.com/apache/doris/pull/69953
### What problem does this PR solve?
Reviews can exhaust all seven attempts while the selected model remains at
capacity. After five capacity failures, this change resumes the same review
session with `gpt-6-astra` for the remaining two attempts, preserving the
existing five-minute backoff, shared deadline, target checks, and final-review
verification.
The workflow opts in through `--capacity-fallback-model`. Account/model
admission fallback remains separate. Recovery instructions preserve completed
findings and the cumulative round count, and direct unfinished child-agent work
to the selected model.
Scope: three files; 17 production lines and 91 test lines added.
### Release note
None
### Check List (For Author)
- Test
- [x] Unit Test
- Runner suite: 88 tests, 85 passed and 3 Linux-only skips on macOS.
- Full Python script suite: 294 tests, 273 passed and 21 skipped.
- `git diff --check` passed.
- Covers the fifth-failure threshold, 5+2 exhaustion, same-session
recovery, shared budget, target changes, existing submissions, non-capacity
failures, and unavailable fallback models.
- [ ] Manual test
Live CI account access to Astra and real cross-model child-agent recovery
have not been exercised.
- Behavior changed:
- [x] Yes. Capacity recovery switches model after five failures without
restarting the review or resetting its attempt/time limits.
- Does this need documentation?
- [x] No. The optional CLI argument and recovery log describe the policy.
### Check List (For Reviewer who merge this PR)
- [ ] Confirm the release note
- [ ] Confirm test cases
- [ ] Confirm document
- [ ] Add branch pick label
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