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Align the current-facing dashboard snapshot, phase summary, and next-step
narrative with the integrated sqlite plus local-ANN foundation baseline on
main.
| Phase 1 | Knowledge parsing + graph backbone + staleness governance | Branch still frames graphdb/vector follow-up ambitions | Explainable retrieval + sqlite-backed persistence + bounded local ANN vector acceleration are integrated on `main`|
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| Phase 2 | Mastery loop + divergence engine | Branch still carries broader experimentation claims | Misconception/path/session/memory loops are already integrated and tested on `main`|
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| Phase 3 | Pluggable tutor + memory operating layer | Branch still contains broader agent/tutor ambitions | Local tutor adapter + memory-policy baseline are integrated on `main`, but broader multi-tutor ambitions remain unmerged |
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@@ -1066,14 +1066,14 @@ npm test -- src/learning/KnowledgeLearningPlatform.test.ts --runInBand
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npm test -- src/learning/KnowledgeLearningPlatform.persistence.test.ts --runInBand
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```
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Note: do not list foundation-lane gates as baseline until the corresponding modules/tests exist on mainline.
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Note: foundation-lane gates now exist on `main`; keep them in the normal verification baseline instead of treating them as branch-only future work.
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## Next Direction (Current Priority)
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1. Close the checkpoint cleanly: keep EN/ZH docs aligned with the actual `main` state and keep the Windows restore-cache migration path non-flaky.
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2. Treat notification-threshold governance as closed after `M7.29`; do not plan `M7.30+` unless a materially new operator requirement appears.
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3. Treat the current foundation lane as checkpointed at `M8.18/M8.19`: inspectability is strong enough for now, but no document or route may claim independent graph or ANN readiness until stronger backend evidence lands.
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4. Make the next planning round about backend independence, not more runtime inspectability parity.
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3. Treat the current foundation lane as checkpointed and integrated at `M8.18/M8.19`: sqlite graph persistence and bounded local ANN retrieval are already valid baseline claims on `main`.
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4. Make the next planning round about whether the current local backend baseline is sufficient or whether a heavier external graph/vector backend is justified by product/runtime requirements.
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5. Keep markdown-reader governance bounded and secondary until the post-checkpoint lane switch is explicitly chosen.
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