# Loop Report

## Objective

Add neutral JSONL ingest for source events and deterministic question-quality metrics without adding direct SaaS integrations or LLM-required evaluation.

## Files Changed

- `src/handovergap/schemas/models.py`
- `src/handovergap/ingest.py`
- `src/handovergap/question_quality.py`
- `src/handovergap/reporting.py`
- `src/handovergap/cli.py`
- `examples/source_events/customer_escalation.jsonl`
- `README.md`
- `docs/28_handovergap_product_roadmap.md`
- `tests/test_ingest.py`
- `tests/test_question_quality.py`
- `tests/test_report.py`
- `tests/test_cli_help.py`

## Validation

- [x] `.venv/bin/pytest`
- [x] `.venv/bin/ruff check .`
- [x] `.venv/bin/handovergap ingest examples/source_events/customer_escalation.jsonl --memory 'Use CSV for this release; API support is deferred.' --profile CS --task-context 'Answer customer questions about the workaround.'`
- [x] `.venv/bin/handovergap report --dataset mini --output /tmp/handovergap_report.md`

## Evaluation Integrity

- [x] JSONL ingest does not include gold labels
- [x] question quality uses deterministic rubric metrics, not expected-string matching
- [x] no OpenAI or TiDB runtime is required
- [x] direct Slack/GitHub/CRM integrations are deferred

## Observations

- JSONL source events support `source_type`, `content`, `title`, `source_url`, `actor_name`, `project_name`, `occurred_at`, and `metadata`.
- `handovergap ingest` turns source-event JSONL into an in-memory readiness check.
- The generated evaluation report now includes question slot coverage, actionability, and redundancy rate.

## Failures

- None.

## Next Recommended Loop

Issue #9: add LangChain and LlamaIndex gate examples.
