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3. The live query comparison, staleness, learning-quality, and session-plan-quality diagnostics are calibrated on top of a release-grade graphdb/ANN baseline.
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4. Tutor routing advances from local-first adapter execution into a production-proven multi-provider policy while keeping explicit fallback behavior.
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5. Tauri desktop + Android path remains documented, verified, and cleanly separated from historical Electron context.
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### Core Real-Machine Test Commands
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-`npm run verify:foundation:sqlite-runtime:matrix`
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- Highest-value host/runtime proof for the embedded sqlite graph backend across `smoke` / `medium` / `heavy` workloads.
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-`npm run verify:foundation:ann-runtime:matrix`
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- Highest-value host/runtime proof for the `external_http` ANN connector across `smoke` / `medium` / `heavy` workloads.
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-`npm run verify:agent-workspace:browser`
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- Real browser smoke for agent workspace, runbook cards, query/quality/session surfaces, and focus/path flows.
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-`npm run verify:agent-workspace:tauri`
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- Real desktop-shell smoke for the current Tauri app path.
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-`npm run tauri:dev:mini:gpu`
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- Primary desktop real-machine interactive command when you want to manually drive the app in the mini GPU-enabled shell.
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-`npm run tauri:android:dev`
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- Primary Android real-device interactive command when you want to push the current app to a connected device.
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