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README.md

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-title: README
-emoji: 👀
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+title: MerlinResearch
+emoji: 🛡️
+colorFrom: purple
+colorTo: purple
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-pinned: false
+pinned: true
+license: apache-2.0
+short_description: AI safety, reasoning, and alignment research lab.
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-Edit this `README.md` markdown file to author your organization card.
+# MerlinSafety
+
+**MerlinSafety** is an independent AI safety and reasoning research organization focused on building practical, auditable, and robust open models.
+
+## Mission
+
+We develop and evaluate models that are:
+- Strong in constrained instruction-following
+- Safer in real-world agentic workflows
+- Better aligned under uncertainty and adversarial prompts
+- Transparent in behavior, limits, and deployment risks
+
+## What We Build
+
+- Safety-oriented reasoning models
+- Alignment-focused post-training pipelines
+- Evaluation suites for robustness, controllability, and failure analysis
+- Open artifacts for reproducible research
+
+## Current Focus Areas
+
+- Safety reasoning for small/efficient LLMs
+- Misalignment reduction via structured post-training
+- Hallucination risk reduction in high-stakes contexts
+- Robust instruction adherence with explicit constraints
+
+## Research Principles
+
+1. **Measure behavior, not marketing claims.**
+2. **Prioritize reproducibility and clear documentation.**
+3. **Publish limitations, not only strengths.**
+4. **Design for safe deployment from day one.**
+
+## Models
+
+Our flagship releases are published under this organization with:
+- Full model cards
+- Clear training/deployment notes
+- Practical usage guidance
+
+## Collaboration
+
+We welcome collaboration on:
+- AI safety evaluation
+- Alignment methods
+- Reasoning benchmarks
+- Responsible open model deployment
+
+For partnerships or research collaboration, contact us via Hugging Face discussions or linked channels in our repositories.
+
+---
+
+**MerlinSafety**  
+Safe reasoning. Measurable alignment. Real-world robustness.
+