> For the complete documentation index, see [llms.txt](https://docs.unitlab.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.unitlab.ai/solutions/program-design-guides.md).

# PROGRAM DESIGN

- [Human–AI annotation operations](https://docs.unitlab.ai/solutions/program-design-guides/human-ai-annotation-operations.md): Combine model proposals, human judgment, correction, review, and feedback without losing accountability.
- [Quality governance playbook](https://docs.unitlab.ai/solutions/program-design-guides/quality-governance-playbook.md): Define ownership, policy, calibration, cohort inspection, correction, escalation, and evidence for a production data program.
- [Model-in-the-loop iteration](https://docs.unitlab.ai/solutions/program-design-guides/model-in-the-loop-iteration.md): Use embeddings, model proposals, issues, review outcomes, and releases to build targeted feedback cohorts.