Scooling Lab is the open-source training workspace for Scooling.
It provides the public, inspectable boundary for turning reviewed learning material into private custom model jobs. The main Scooling app remains the product, consent, billing, permission, Knowtation, and artifact-registration authority. Scooling Lab owns only the training API, worker contract, worker runtime, fixtures, tests, dependency inventory, and license notices.
NEXT: T4 — real Unsloth trainer runtime (see docs/ROADMAP.md).
T0–T3 contract work is done (127 tests). GPU worker is a stub until T4. Finish-line plan includes Muse Hub pack credits (T-CREDIT), legal closure (T-LEGAL), and Scooling / Knowtation / YouTube integration — no deferred phases.
Session relay: docs/OVERSEER-HANDOVER.md (Overseer handover). Cross-repo status:
docs/CROSS-REPO-STATUS.md.
Governance via Overseer Kit (ok CLI). Config:
.overseer/config.yaml.
~/OVERSEER_KIT/overseer-kit/cli/ok -C ~/scooling-lab status
~/OVERSEER_KIT/overseer-kit/cli/ok -C ~/scooling-lab next- No private Scooling application code.
- No Knowtation private vault data.
- No billing internals.
- No browser session tokens.
- No AGPL-covered Studio or CLI code.
- No secrets, API keys, local credentials, private datasets, or model artifacts.
PYTHONPATH=src python3 -m unittest discover -s testsApache-2.0. See LICENSE and NOTICE.