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Evidence Pack on every generated idea: source papers, evidence claims, grounding score, and risk flags
Invalid or missing paper references now surface explicitly instead of failing silently
Deep Dive grounding verification and evidence-aware serialization are now part of the default research workflow
Better idea quality
Self-improvement upgraded from light text cleanup to a critique-and-rewrite loop
Refined ideas can now explain their main weakness, why the rewritten version is stronger, where the novelty sits, and what execution risk still remains
Refined ideas are marked directly in the dashboard and idea detail modal
Personalized idea steering
Added user preference steering for generation and refinement
New personality controls: work style, scope preference, risk tolerance, output tone, and extra constraints
Upvote/downvote now supports reason capture, so ScholarScout can learn what the user actually likes or rejects
Ideas can now show fit-to-user summary, misalignment flags, and user fit score
Dashboard workflow improvements
Idea detail modal upgraded with a floating action rail for Deep Dive, Export, Copy, Bookmark, Regenerate, and feedback
Export and copy from the modal now include refinement and user-fit context
Session rendering remains backward-compatible with older ideas that do not yet have evidence or refinement fields
Reliability and generation fairness
Idea distribution across selected categories is now dynamic and fairer
Fixed the old behavior where early categories could consume the full idea budget before later categories were reached
Quick mode, regenerate, and full pipeline now all accept personality/profile context
Research tooling
Implementation discovery support is included for finding related code, tools, datasets, and packages
Health/usage helpers, evidence helpers, and analysis utilities added to support more audit-ready output
config.yaml removed from version control; config.example.yaml remains the source of truth for setup
API and backend
Added or extended support for POST /api/implementations, POST /api/refine, and POST /api/roadmap
Personality-aware request flow now reaches the pipeline and idea generation routes
Testing
Added coverage for evidence helpers, refinement flow, personalization helpers, implementation discovery, and UI structural checks
Core Python tests, JS tests, and compile checks passed for the shipped v1.6 ScholarScout path