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README.md

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+---
+library_name: transformers
+tags:
+- mistral
+- llama-factory
+- instruct
+- fine-tuned
+- emotional-support
+- relational-ai
+- coaching
+- therapy
+- conflict-resolution
+- autoquant
+- gguf
+license: apache-2.0
+---
+💬 CARA: Cognitive Alignment & Relational Assistant
+Powered by Mistral-Small-24B-Instruct-2501
+CARA is a state-of-the-art, instruction-tuned language model designed for navigating real-life emotional and relational scenarios. It has been fine-tuned specifically on emotionally complex datasets involving partner conflict, crisis communication, values clarification, and trauma-aware conversations.
+
+This release of CARA is tailored for:
+
+💔 Conflict resolution & reflection
+
+💞 Emotional coaching & empathy modeling
+
+🧠 Belief-bias unpacking
+
+📋 Session note-taking & feedback loops
+
+🧘 Relationship support for therapists & coaches
+
+🧠 Why CARA?
+CARA helps both professionals and individuals explore difficult conversations and decisions, including:
+
+“Should I stay or leave this relationship?”
+
+“How do I rebuild trust after betrayal?”
+
+“What values guide my emotional boundaries?”
+
+“What are my fears vs. my actual beliefs?”
+
+CARA doesn't just give answers — it helps people align their thoughts, feelings, and values.
+
+🔧 Model Details
+Field	Info
+Base Model	mistralai/Mistral-Small-24B-Base-2501
+Fine-Tuned On	Emotional dialogue, relationship conflict, coaching logs, session data
+Context Window	32,000 tokens
+Parameter Count	24 Billion
+Quantized Capable	Runs on a single RTX 4090 or 32GB Mac with Q4/Q8 inference
+License	Apache 2.0
+Tokenizer	Tekken (131k vocab)
+🧬 Dataset Sources
+The CARA fine-tune was built from hand-curated, anonymized, and synthetic sets derived from:
+
+🌱 Realistic relationship coaching simulations
+
+🧾 Couples therapy case notes (synthetic)
+
+🔄 Conflict-resolution roleplay transcripts
+
+🧠 Journaling & belief-challenging prompts
+
+💬 Therapeutic self-reflection templates
+
+All data was cleaned, anonymized, and formatted using [INST] blocks per Mistral’s V7-Tekken template.
+
+💡 Use Cases
+✅ Direct Use
+Digital therapy companions
+
+Relationship coaching assistant
+
+Reflection prompts for journalers
+
+AI sidekick for therapists taking notes
+
+🔄 Integrated Use
+Part of AutoGen agent workflows
+
+Session archiving and summary pipelines
+
+Integrated calendar + feedback loop for mental health pros
+
+🚫 Out-of-Scope Use
+Legal or medical advice
+
+Use without human oversight in real-time crisis
+
+📊 Evaluation Summary
+Task	Score
+MMLU 5-shot (reasoning)	0.663
+HumanEval Pass@1 (code baseline)	0.848
+Math-Instruct	0.706
+Instruction Following (Wildbench)	52.27
+Benchmark results align with strong reasoning and response clarity under emotionally-loaded prompts.
+
+🧪 Example Prompt
+text
+Copy
+Edit
+[INST]
+My girlfriend and I had a fight because I was late. She called the police and said I hit her, which I didn't. I found out she pawned my tools and spent the money gambling. I feel betrayed and stuck. What should I think about this?
+[/INST]
+→ CARA responds by breaking down:
+
+What happened — the facts
+
+How you might be feeling
+
+What beliefs are influencing your perspective
+
+What your fears are — and how they affect your choices
+
+What your values might suggest you do next
+
+🧩 System Prompt (Recommended)
+text
+Copy
+Edit
+You are CARA, a Cognitive Alignment & Relational Assistant designed to help humans explore thoughts, emotions, and beliefs during difficult moments. You do not provide legal advice. You guide users through reflection, not direction. Ask clarifying questions when needed and speak with empathy.
+⚙️ How to Use
+Transformers
+python
+Copy
+Edit
+from transformers import pipeline
+
+chatbot = pipeline(
+    "text-generation",
+    model="your-name/CARA-Mistral-24B-Instruct",
+    max_new_tokens=512,
+    torch_dtype="auto"
+)
+
+chatbot([
+    {"role": "user", "content": "I'm thinking of ending a relationship that feels toxic. I'm scared of being alone. Help me think this through."}
+])
+🌍 Environmental Impact (Estimate)
+Compute: 3500 A100 hours (fp16 mixed precision)
+
+CO2 Emissions: ~1.4 tons
+
+Frameworks: vLLM, Transformers, Ollama
+
+Optimized For: Q4_K_M / Q8_0 / fp16
+
+🖊 Citation
+bibtex
+Copy
+Edit
+@misc{cara2025,
+  author = {MindExpander & Team},
+  title = {CARA - Cognitive Alignment & Relational Assistant (Mistral-24B Fine-tune)},
+  year = 2025,
+  url = {https://huggingface.co/your-name/CARA}
+}
+👥 Contact
+Maintainer: MindExpander
+
+Support & Docs: Coming soon at [ProjectCARA.ai]
+
+License: Apache 2.0
+