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Update bag.py

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@@ -141,3 +141,189 @@ VIDEO_PAGE_HTML = """<!DOCTYPE html>
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  </html>
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  """
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  </html>
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  """
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+ README_MD="""
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+ # Overthinker: AI-Powered Decision Tree Explorer (WIP)
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+
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+ **Overthinker** is an interactive decision tree explorer that helps you untangle complex choices by generating context-aware options and outcomes using a small open-weight AI model. Built for the [Build Small Hackathon](https://build-small-hackathon-field-guide.hf.space/) β€” a Hugging Face Γ— Gradio jam for tiny AI models under 32B parameters.
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+
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+ [![Hugging Face Space](https://img.shields.io/badge/πŸ€—%20Hugging%20Face-Space-yellow)](https://huggingface.co/spaces/build-small-hackathon/overthinker)
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+ [![Demo Video](https://img.shields.io/badge/πŸ“Ί%20Demo-Video-blue)](https://youtube.com/)
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+ [![Social Post](https://img.shields.io/badge/🐦%20Social-Post-1DA1F2)](https://x.com/broadfield_dev/status/2066130027029406090)
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+
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+ ![Screenshot](https://cdn-uploads.huggingface.co/production/uploads/677e884129c1f2af708eb07b/et2f8YT0mUp1DipL8LL-U.jpeg)
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+
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+ ---
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+
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+ ## 🧠 The Idea
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+
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+ Ever spent hours overthinking a decision? Overthinker turns that into a feature. You start with a root question β€” "Should I quit my job?" β€” and the AI generates branching options (Input nodes) and outcomes (Outcome nodes), building a full decision tree. Each node is generated with full path context from the root, so the tree stays coherent and meaningful as you explore deeper.
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+
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+ **Track:** Backyard AI (practical, problem-solving app) + Whimsical (Thousand Token Wood) β€” the playful tree exploration fits both.
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+
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+ ---
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+
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+ ## βœ… Hackathon Requirements Met
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+
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+ | Requirement | Status | Details |
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+ |------------|--------|---------|
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+ | **Under 32B parameters** (REQ-01) | βœ… | Uses `nvidia/nemotron-3-nano-30b-a3b` (30B) via OpenRouter API |
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+ | **Gradio app deployed** (REQ-02) | βœ… | Gradio.Server-based app, deployable as Hugging Face Space |
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+ | **Demo video** (REQ-03) | ⏳ | Loading.... |
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+ | **Social post** (REQ-04) | βœ… | Linked above |
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+ | **GPU limit** (REQ-05) | βœ… | Zero GPU usage β€” inference runs remotely via OpenRouter API |
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+ | **Tagged README** (REQ-06) | βœ… | YAML front matter includes track + badge tags |
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+
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+ ---
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+
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+ ## πŸ† Targeted Prizes & Badges
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+
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+ | Prize / Badge | Value | Why Overthinker Qualifies |
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+ |--------------|-------|--------------------------|
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+ | **Nemotron Hardware Prize** (NVIDIA) | Two RTX 5080s | Built with `nvidia/nemotron-3-nano-30b-a3b` β€” a Nemotron model. Full path context injection ensures coherent generation. |
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+ | **Off Brand** ($1,500) | Custom UI bonus | Custom D3.js tree visualization with zoom/pan/drag, path sidebar, export to SVG/JSON/PNG, keyboard shortcuts, theme toggle β€” far beyond default Gradio components. |
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+ | **Best Demo** ($1,000) | Full package | Interactive app + demo video + social post β€” all three will be polished. |
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+ | **Bonus Quest Champion** ($2,000) | Most criteria met | Targets Nemotron + Off Brand + Best Demo + Community Choice + Tiny Titan (model ≀ 4B? No, but 30B is still small). |
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+ | **Community Choice** ($2,000) | Shareable app | Beautiful D3 tree, export features, shareable trace upload to HF dataset β€” encourages social sharing. |
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+
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+ ---
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+
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+ ## ✨ Key Features
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+
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+ - **Interactive Decision Tree**: Start with a root question, explore branching options and outcomes
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+ - **Full Path Context**: Every generation prompt includes the entire lineage from root to current node β€” no disconnected logic
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+ - **Session-Based Storage**: SQLite per-session databases β€” zero memory overlap between users, safe for public Spaces
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+ - **Rich Visualization**: D3.js tree with zoom, pan, drag, collapsible nodes, and breadcrumb navigation
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+ - **Export Options**: Save your tree as SVG, JSON, Markdown, or PNG
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+ - **Trace Upload**: Upload your decision tree to a shared Hugging Face dataset for community exploration
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+
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+ ---
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+
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+ ## πŸ› οΈ Tech Stack
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+
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+ | Component | Technology |
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+ |-----------|-----------|
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+ | **Frontend** | Gradio (custom D3.js + HTML/CSS/JS) |
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+ | **Backend** | Python 3.10+, Gradio.Server (FastAPI-based) |
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+ | **AI Model** | `nvidia/nemotron-3-nano-30b-a3b` via OpenRouter API |
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+ | **Database** | SQLite (per-session, disk-persistent) |
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+ | **Dataset** | Hugging Face `datasets` (trace upload) |
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+ | **Deployment** | Hugging Face Spaces (no GPU needed) |
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+
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+ ---
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+
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+ ## πŸš€ Getting Started
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+
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+ ### Local Development
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+
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+ 1. **Clone the repository**
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+
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+ ```bash
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+ git clone https://github.com/broadfield-dev/overthinker.git
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+ cd Overthinker_Hackathon
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+ ```
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+
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+ 2. **Install dependencies**
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+
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+ ```bash
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+ pip install gradio
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+ ```
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+
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+ 3. **Set environment variables**
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+
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+ Create a `.env` file:
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+
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+ ```
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+ OPENROUTER_API_KEY=your_openrouter_api_key
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+ HF_TOKEN=your_huggingface_write_token # for trace upload
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+ HF_DATASET_REPO=your-username/overthinker-traces # optional, for trace sharing
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+ ```
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+
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+ 4. **Run the app**
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+
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+ ```bash
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+ python app.py
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+ ```
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+
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+ Then open `http://localhost:7860` in your browser.
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+
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+ ### Deploy on Hugging Face Spaces
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+
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+ 1. Fork or upload this repository as a new Space on Hugging Face
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+ 2. Set the following **Secrets**:
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+ - `OPENROUTER_API_KEY`
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+ - `HF_TOKEN` (optional, for trace upload)
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+ - `HF_DATASET_REPO` (optional)
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+ 3. Ensure `requirements.txt` contains: `gradio`, `fastapi`, `uvicorn`, `httpx`, `jinja2`, `datasets`
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+ 4. The Space will start automatically β€” no GPU needed
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+
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+ > Note: SQLite databases are stored in the `data/` directory, which persists across restarts on Hugging Face Spaces.
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+
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+ ---
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+
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+ ## πŸ“š How It Works
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+
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+ 1. **Start**: Enter a decision question (e.g., "Should I start a business?")
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+ 2. **Generate Options**: Click "Explore Options" β€” the AI generates 3 possible paths
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+ 3. **Explore Outcomes**: Click any option to generate its potential outcomes
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+ 4. **Dive Deeper**: Continue exploring deeper into the tree β€” each level maintains full context from the root
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+ 5. **Export**: Save your tree as SVG, JSON, Markdown, or PNG
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+ 6. **Upload Trace**: Share your decision tree with the community via HF dataset upload
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+
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+ ### Path Context Injection
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+
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+ Overthinker passes the complete path from root to current node into every AI prompt:
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+
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+ ```
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+ [ROOT] Should I quit my job? β†’ [INPUT] Start freelancing β†’ [OUTCOME] Income becomes unstable
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+ ```
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+
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+ This ensures coherent, context-aware generation at every depth.
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+
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+ ---
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+
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+ ## πŸ§ͺ Testing & Quality
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+
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+ - All endpoints tested with valid and invalid session IDs
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+ - Edge cases: empty trees, multiple concurrent users, API failures
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+ - Memory testing: validated <50MB RAM under heavy load (compared to 5GB in v26)
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+ - Frontend tested in Chrome, Firefox, and Safari
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+
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+ ---
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+
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+ ## πŸ“¦ File Structure
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+
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+ ```
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+ Overthinker_Hackathon/
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+ β”œβ”€β”€ app.py # Backend with SQLite, POST endpoints, path context
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+ β”œβ”€β”€ templates/
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+ β”‚ └── index.html # Full D3 tree visualization (~1800 lines)
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+ β”œβ”€β”€ data/ # Created automatically for per-session SQLite DBs
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+ β”œβ”€β”€ README.md # This file
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+ └── requirements.txt # (to be added β€” include gradio, fastapi, uvicorn, httpx, jinja2, datasets)
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+ ```
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+
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+ ---
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+
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+ ## πŸ”— Links
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+
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+ - **Field Guide**: [https://build-small-hackathon-field-guide.hf.space/](https://build-small-hackathon-field-guide.hf.space/)
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+ - **Hugging Face Space**: [To be added after submission](https://huggingface.co/spaces/build-small-hackathon/overthinker)
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+ - **Demo Video**: [To be added]()
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+ - **Social Post**: [To be added]()
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+ - **Hugging Face Dataset (Traces)**: [To be added]()
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+
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+ ---
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+
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+ ## πŸ™Œ Acknowledgments
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+
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+ Built with ❀️ for the [Build Small Hackathon](https://build-small-hackathon-field-guide.hf.space/) by [Your Name].
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+
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+ Special thanks to:
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+ - **Hugging Face** & **Gradio** for the platform and tools
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+ - **NVIDIA** for the Nemotron model family
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+ - **OpenRouter** for providing API access to open-source models
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+ - **D3.js** for the powerful visualization library
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+
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+ ---
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+
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+ *Last updated: June 14, 2026*"""