feat: add FastAPI model/load endpoint and all Next.js proxy routes (tasks 2-4)
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## 2. FastAPI Training Endpoints
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- [ ] 2.1 Add `POST /training/start` endpoint that launches training in a background thread, returns `{run_id, status: "running"}`, and rejects concurrent runs with HTTP 409
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- [ ] 2.2 Add `GET /training/runs` endpoint returning training run history from the `training_runs` table, sorted by date descending
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- [ ] 2.3 Add `GET /training/dataset-info` endpoint returning labeled dataset file path, existence, size, and row count
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- [ ] 2.4 Add background training thread management: track active run, update DB status on completion/failure
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- [x] 2.1 Add `POST /training/start` endpoint that launches training in a background thread, returns `{run_id, status: "running"}`, and rejects concurrent runs with HTTP 409
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- [x] 2.2 Add `GET /training/runs` endpoint returning training run history from the `training_runs` table, sorted by date descending
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- [x] 2.3 Add `GET /training/dataset-info` endpoint returning labeled dataset file path, existence, size, and row count
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- [x] 2.4 Add background training thread management: track active run, update DB status on completion/failure
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## 3. FastAPI Model Loading Endpoint
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- [ ] 3.1 Add `POST /model/load` endpoint accepting `{run_id}`, looking up the training run, loading the model artifact, and replacing the active model in `AppState`
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- [ ] 3.2 Add thread-safe model swap with locking to prevent conflicts with in-flight prediction requests
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- [x] 3.1 Add `POST /model/load` endpoint accepting `{run_id}`, looking up the training run, loading the model artifact, and replacing the active model in `AppState`
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- [x] 3.2 Add thread-safe model swap with locking to prevent conflicts with in-flight prediction requests
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## 4. Next.js Proxy Routes
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- [ ] 4.1 Add `GET /api/patterns/available` proxy route
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- [ ] 4.2 Add `POST /api/patterns/detect` proxy route
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- [ ] 4.3 Add `POST /api/training/start` proxy route
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- [ ] 4.4 Add `GET /api/training/runs` proxy route
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- [ ] 4.5 Add `GET /api/training/dataset-info` proxy route
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- [ ] 4.6 Add `POST /api/model/load` proxy route
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- [ ] 4.7 Extend `DELETE /api/span-annotations` to support `source` and `label` query parameters for bulk deletion
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- [x] 4.1 Add `GET /api/patterns/available` proxy route
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- [x] 4.2 Add `POST /api/patterns/detect` proxy route
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- [x] 4.3 Add `POST /api/training/start` proxy route
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- [x] 4.4 Add `GET /api/training/runs` proxy route
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- [x] 4.5 Add `GET /api/training/dataset-info` proxy route
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- [x] 4.6 Add `POST /api/model/load` proxy route
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- [x] 4.7 Extend `DELETE /api/span-annotations` to support `source` and `label` query parameters for bulk deletion
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## 5. TA-Lib Pattern UI Panel
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