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| title: REFRAME | |
| emoji: 🧠 | |
| colorFrom: purple | |
| colorTo: indigo | |
| sdk: gradio | |
| app_file: app.py | |
| pinned: false | |
| license: gemma | |
| tags: | |
| - build-small-hackathon | |
| - track:backyard | |
| - sponsor:modal | |
| - sponsor:cohere | |
| - achievement:offgrid | |
| - achievement:welltuned | |
| - achievement:llama | |
| # REFRAME — a live CBT studio | |
| **Reframe your thinking.** A live cognitive restructuring studio — talk through an unhelpful thought | |
| (**by voice or text**) and watch it turn into a fairer, kinder one, live. The chat is a **Gemma 4 12B** | |
| model **fine-tuned on ~42,000 therapy conversations** (QLoRA on **Modal** · H100), running locally via | |
| **llama.cpp**; your voice is transcribed by **Cohere Transcribe**. Small models, fully on-device — no cloud APIs. | |
| A Thought Card builds the cognitive-restructuring record in real time (distortion → evidence → your | |
| balanced reframe), saved to a deck with a pattern tracker. | |
| **Track:** Backyard AI — a real problem (rumination / unhelpful thinking), honestly fit to the small-model constraint. | |
| ## How it works | |
| 1. **Speak** a thought → **Cohere Transcribe** turns it into text. | |
| 2. The **fine-tuned Gemma** reflects it back and asks Socratic questions. | |
| 3. A **Thought Card** tags the distortion, gathers evidence, and you write the **balanced thought** — it's yours, so it sticks. | |
| 4. Cards save to your **Deck**; the **Patterns** tab shows what recurs over time. | |
| ## Tech (all ≤ 32B, runs locally) | |
| - **Chat:** `google/gemma-4-12B-it` (12B), **fine-tuned (QLoRA) on mental-health counseling, empathetic-dialogue & crisis-response data** → published on the Hub. | |
| - **Training:** **Modal**, single **NVIDIA H100 80GB** (unsloth · peft · trl · bitsandbytes). | |
| - **Inference:** merged **GGUF Q4_K_M**, run by **llama.cpp** (Ollama locally / llama-cpp-python on the Space). | |
| - **Voice:** **Cohere Transcribe** (`CohereLabs/cohere-transcribe-03-2026`) — on **ZeroGPU** here, Intel Arc XPU locally. | |
| - **UI:** custom Gradio theme; private by design (no cloud APIs). | |
| ## Badges | |
| - ✅ **Well-Tuned** — fine-tuned, published model | |
| - ✅ **Llama Champion** — llama.cpp runtime | |
| - ✅ **Off the Grid** — no cloud APIs; all inference local/self-hosted | |
| - *(Off-Brand: verify it qualifies — needs custom UI beyond default Gradio)* | |
| ## Links | |
| - 🎥 **Demo video:** https://youtu.be/OjWORvLAwq8 | |
| - 📣 **Social post:** https://x.com/v_r_droids/status/2066664719822282796 | |
| - 🤖 **Model:** https://huggingface.co/emailvenky/gemma4-mentalhealthbuddy-v1 | |
| ## Note | |
| A supportive tool, not a replacement for professional care. If a message signals crisis, REFRAME surfaces helplines immediately. | |
| — Created with 🍁 in Canada | |