document research basis for phase plans
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@ -8,6 +8,23 @@ Expose evidence-backed smart-flow outputs through API, websocket, and UI surface
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The presentation layer should wait until contracts, evidence, scoring, and replay evaluation are stable. Otherwise the UI will harden old overconfident language or teach users to trust unvalidated outputs.
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## Source documents
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- Architecture plan: [`docs/plans/smart-flow-architecture-review.md`](../../plans/smart-flow-architecture-review.md)
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- Research report: [`docs/research-docs/smart-flow-market-mechanics.md`](../../research-docs/smart-flow-market-mechanics.md)
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These documents are rationale, not added scope. This phase implements only API, websocket, and UI explainability surfaces for validated outputs.
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## Research basis
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- Users need to see evidence quality, confidence versus conviction, alternatives, and abstention instead of a single certainty label.
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- The research supports cautious smart-flow insight projections, not canonical "smart money" facts.
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- Why-not and penalty context are part of the product surface because false positives are central to the domain.
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## Deferred research ideas
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- Advanced explanatory analytics, learned confidence calibration, and broad catalyst intelligence should wait for future scoped work.
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## Dependencies on earlier phases
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- `islandflow-zxh.1` - Smart-flow contracts and vocabulary
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