gbanyan 43c025e060 feat: Add experiments framework and novelty-driven agent loop ...

- Add complete experiments directory with pilot study infrastructure
  - 5 experimental conditions (direct, expert-only, attribute-only, full-pipeline, random-perspective)
  - Human assessment tool with React frontend and FastAPI backend
  - AUT flexibility analysis with jump signal detection
  - Result visualization and metrics computation

- Add novelty-driven agent loop module (experiments/novelty_loop/)
  - NoveltyDrivenTaskAgent with expert perspective perturbation
  - Three termination strategies: breakthrough, exhaust, coverage
  - Interactive CLI demo with colored output
  - Embedding-based novelty scoring

- Add DDC knowledge domain classification data (en/zh)
- Add CLAUDE.md project documentation
- Update research report with experiment findings

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

2026-01-20 10:16:21 +08:00

..

20260119_163040_diversity_boxplot.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_163040_idea_counts.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_163040_interaction_diversity.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_163040_interaction_novelty.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_163040_metrics_comparison.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_163040_query_distance_boxplot.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_163040_survival_rates.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_165650_diversity_boxplot.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_165650_idea_counts.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_165650_interaction_diversity.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_165650_interaction_novelty.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_165650_metrics_comparison.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_165650_query_distance_boxplot.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00

20260119_165650_survival_rates.png

feat: Add experiments framework and novelty-driven agent loop

2026-01-20 10:16:21 +08:00