Gujiawei-Edinburgh commented on PR #220:
URL: https://github.com/apache/bifromq/pull/220#issuecomment-3759342805
## Summary
This PR adds an **AI-assisted triage workflow** for GitHub **Issues and
PRs** to help identify **low-signal / low-quality submissions** early and apply
consistent triage labels.
## How it works
* Triggered on `issues` and `pull_request_target` (`opened`, `edited`,
`reopened`)
* Reads the issue / PR title and body from the GitHub event payload
* Calls an LLM service to classify:
* how actionable the content is
* whether it looks low-signal or AI-generated
* If the AI call fails, falls back to simple heuristics (missing repro,
version, logs, etc.)
## Labeling policy
Based on model scores and thresholds:
* **Low-signal** → `triage:needs-info`, `triage:low-signal`
* **Likely AI-generated** → `triage:suspected-ai` (+ `triage:needs-info`)
* Only missing labels are added (no relabel churn)
## Commenting policy
* **Issues**: may add a short, friendly checklist comment asking for missing
info
* **Pull Requests**: **labels only, no automated comments** (reviewers
handle discussion)
## Safety
* Limits input size sent to the model
* Limit concurrency for actions
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