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>
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@@ -162,7 +162,6 @@ Result: Novel ideas like "pressure-adaptive seating"
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| **Curated** | 210 pre-selected high-quality occupations | Controlled |
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| **DBpedia** | 2,164 occupations from database | Broad |
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Note: use the domain list (嘗試加入杜威分類法兩層? Future work? )
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---
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@@ -470,3 +469,10 @@ Our Approach: Query → Attributes → (Attributes × Experts) → Ideas
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- `research/experimental_protocol.md`
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- `research/paper_outline.md`
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- `research/references.md`
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---
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# Discussion
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- Futurework: Domain, 杜威分類法
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