# SDK Guide: Python (outline)

## Pending Inputs
- See sprint SPRINT_0309_0001_0009_docs_tasks_md_ix action tracker; inputs due 2025-12-09..12 from owning guilds.

## Determinism Checklist
- [ ] Hash any inbound assets/payloads; place sums alongside artifacts (e.g., SHA256SUMS in this folder).
- [ ] Keep examples offline-friendly and deterministic (fixed seeds, pinned versions, stable ordering).
- [ ] Note source/approver for any provided captures or schemas.

## Sections to fill (once inputs arrive)
- Installation & version pinning (pip/poetry/pipenv) with hashes.
- Auth helpers (PAT/OAuth2) and tenancy headers.
- Sync vs async clients usage.
- Pagination, retries, telemetry defaults.
- Streaming/upload helpers.
- Example notebooks/scripts (hash-listed).