Root cause: batches of 15 projects were processed independently -
GPT didn't see assignments from previous batches, so expert jurors
got assigned 18-22 projects while others got 4-5.
Fixes:
- Track cumulative assignments across batches (feed to each batch)
- Calculate ideal target per juror and communicate to GPT
- Add post-processing rebalancer that enforces hard caps and
redistributes excess assignments to least-loaded jurors
- Calculate sensible default max cap when not configured
- Reweight prompt: workload balance 50%, expertise 35%, diversity 15%
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Shows warning with juror names when they have no expertise tags or bio,
so admin can ask them to onboard before committing assignments.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
- Add aiPreview mutation with full project/juror data (bios, descriptions,
documents, categories, ocean issues, countries, team sizes)
- Increase AI description limit from 300 to 2000 chars for richer context
- Update GPT system prompt to use all available data fields
- Add mode toggle (AI default / Algorithm fallback) in assignment preview
- Lift AI mutation to parent page for background generation persistence
- Show visual indicator on page while AI generates (spinner + progress card)
- Toast notification with "Review" action when AI completes
- Staggered reveal animation for assignment results (streaming feel)
- Fix assignment balance with dynamic penalty (25pts per existing assignment)
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Replace Pipeline/Stage system with Competition/Round architecture.
New schema: Competition, Round (7 types), JuryGroup, AssignmentPolicy,
ProjectRoundState, DeliberationSession, ResultLock, SubmissionWindow.
New services: round-engine, round-assignment, deliberation, result-lock,
submission-manager, competition-context, ai-prompt-guard.
Full admin/jury/applicant/mentor UI rewrite. AI prompt hardening with
structured prompts, retry logic, and injection detection. All legacy
pipeline/stage code removed. 4 new migrations + seed aligned.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
