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MLflow model registry + shadow deploys #38

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opened 2026-04-13 14:23:21 +00:00 by alvis · 0 comments
alvis commented 2026-04-13 14:23:21 +00:00
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Register every model version in MLflow, with model cards attached. Artifacts in MinIO/S3. Shadow-deploy wiring already exists from #50; this issue focuses on MLflow-integrated promotion: a registered version can be marked shadow/candidate/production and the recommender selects per request via stage label. Gated promotion with logged disagreement (tied to #52 observability).

Register every model version in MLflow, with model cards attached. Artifacts in MinIO/S3. **Shadow-deploy wiring already exists from #50**; this issue focuses on MLflow-integrated promotion: a registered version can be marked shadow/candidate/production and the recommender selects per request via stage label. Gated promotion with logged disagreement (tied to #52 observability).
alvis added this to the M4 — MLOps at scale milestone 2026-04-13 14:23:21 +00:00
alvis added the ml label 2026-04-13 14:23:21 +00:00
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Reference: alvis/oO#38
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