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fix: trust summary resilience, Unicode in reason strings, full GitHub README
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tune STALE threshold to 0.50 — better Cat B recall (44% vs 2% at 0.40)
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fix: suppress OPENALEX_API_KEY warning when no DOI present
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Phase 2.6: add per-paper trust summary to synthesizer output — addresses Armin's explainability request
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Phase 2.5: wire reliability scorer into critic — edge reliability replaces mean-age STALE threshold
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Phase 2.4b: fix dominant_signal — FOUNDATIONAL driven by centrality+coherence not age
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Phase 2.4: add edge reliability scorer — three-signal formula, foundational paper test passes
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Phase 2.2-2.3: add doi to Paper, populate from S2 externalIds, integrate OpenAlex into retriever
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Phase 2.1: add OpenAlex API integration (search, DOI lookup, citation centrality)
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Phase 1.2: fix STALE-before-CONTRADICTED bug — both checks now run, CONTRADICTED wins when both fire
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Fix HF Spaces: tmp paths for cache and model, preload model at build
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Phase 13: HF Spaces deploy ready - verdict logging, clean requirements
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Phase 9 polish: structured output format, HTML UI components, citation highlighting
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Phase 8: LangGraph state machine, full pipeline, retry loop, session loader
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Phase 7: synthesizer agent, claim extraction, session write, MD export
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Phase 6: critic agent, 4-verdict taxonomy, contradiction detection, question rewriter
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Phase 5: retriever agent, S2 keyword conversion, hybrid scoring, citation graph
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Phase 4: planner agent with temporal decomposition and session context
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Phase 3: retriever utils, hybrid scoring, DDG+S2 wrappers, disk cache
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Phase 2: state schema, SQLite session memory, data dir