Feature: Emergent observation of shared passions and interests — Phase 5: Implementation #37
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Mark/kimi_agent_kin_app_sync#37
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Phase 5: Implementation
Decomposed from kimi_agent_kin_app_sync#32
⏸ Needs Decision
Blocking factors:
Scope: medium Risk: medium Spec: aligned Type: feature
Summary: Phase 5 implementation of emergent cross-person shared passion/interest detection, completing unfinished stub code and adding a UI surface.
Suggestion: Fix the existing
findSharedInteractions()— it references nonexistent.description/.locationon DateEvent (should be.label), then add a proper cross-person analysis function that surfaces keyword overlaps between pairs of people. Create aSharedInterestsCardcomponent for the PersonDetail overview tab and/or a dashboard insights section. ExtractextractKeywordsinto a pure function for testability; write unit tests.Rationale: Medium scope (~5-8 files: utils.ts + test, new component, PersonDetail.tsx integration) because an initial stub already exists in utils.ts (imported but unused in PersonDetail.tsx) but is buggy and only does within-person keyword frequency, not truly cross-person 'emergent' detection which is what the issue title implies. Risk is medium because it touches core data query paths and the PersonDetail page but is purely additive. Aligned with the project spec as a decomposed work unit from issue #32.
Action: Review each blocking factor above. Remove
blocked:needs-decisionlabel to route back to triage.⏸ Needs Decision
What needs to be decided?
blocked:needs-decisionlabel to route back to triage.Blocking factors:
Scope: small Risk: low Spec: partial Type: enhancement
Summary: Phase 5 of emergent observation feature — has no body content beyond '## Phase 5: Implementation', while the core implementation (observation types, utility functions, UI rendering) has already been completed in Phases 3 and 7.
Suggestion: Close as superseded — Phase 3 (what it surfaces) and Phase 7 (mediaMentioned field) already deliver the feature. The types (EmergentObservation, DashboardObservation), utility functions (findPersonObservations, computeDashboardObservations), and UI integrations in PersonDetail and Home are all live. No remaining work beyond what's already in Phase 6 (#38, lightweight annotation) which is labeled quickfix+triage-approved.
Rationale: Body is empty (154 chars, just the heading and decomposed-from footer). The decomposition from #32 produced phases 1-7; phases 3 and 7 are already implemented and closed, phase 6 is pending with quickfix. Phase 5 appears to have been a general implementation umbrella that was superseded by these finer-grained subtasks. Scope is small because any remaining work would be minimal integration. Low risk — purely additive. Spec is partial because the issue has no requirements of its own, only a heading.
To unblock: Remove the
blocked:needs-decisionlabel. The triage will apply the appropriate outcome based on your choice above.Implementation Complete
Added observation-based suggestion types that detect shared interests from interaction notes and topics:
The implementation extracts keywords from notes and topics, filters stop words, and generates contextual suggestions based on passion patterns detected in interaction history.