release-2026.05-classifier-core

Channel

Stable

Summary

This release establishes release-2026.05-classifier-core as the stable classifier-core baseline for the DevOps Incident Triage Model.

The current release keeps the project classifier-first. RAG and LLM-assisted incident response are documented as future roadmap work, not implemented in this release.

Included

• Transformer-based DevOps incident classification baseline
• FastAPI inference service
• Batch prediction and async batch job support
• Evaluation and demo showcase workflow
• CI smoke checks for lint/test, showcase, and API health
• Product-style Release Train documentation
• Future RAG roadmap and runbook placeholder structure
• Release evidence document for classifier-core

Validation

• GitHub Actions on main: Success
• lint-and-test: passed
• showcase-smoke: passed
• api-smoke: passed

Local validation:

uv run --extra dev ruff check .
uv run --extra dev --extra api pytest -q

Result:

ruff: All checks passed
pytest: 40 passed, 10 skipped

Data And Model Notes

• The current starter dataset is synthetic.
• This release should be treated as a reproducible portfolio-grade classifier baseline.
• It does not claim real production incident generalization.
• Model schema and training parameters are not changed by this release.

Known Limitations

• Docker build validation was not completed locally because the Docker daemon was unavailable.
• RAG retrieval, /retrieve, /assist, Vector DB integration, and LLM-generated remediation are planned future work.
• Hugging Face publishing is intentionally deferred until the model card and publish artifact are release-train aligned.

Next Steps

• Update docs/model_card.md from legacy version metadata to release-2026.05-classifier-core.
• Confirm the intended Hugging Face model artifact.
• Publish to Hugging Face after the publish gate is met.