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README.md

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-title: README
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+title: BluDot Labs
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+# BluDot Labs 🐠
+
+**Independent AI research lab based in Chennai, India 🇮🇳**
+
+[BluDot Labs](https://bludotlabs.com) is a small independent lab working on efficient AI systems, language models, reasoning methods, agent systems, and experimental computing hardware.
+
+Most of our work is focused on one question:
+
+> How much capability can we get from small models and limited compute?
+
+## Research
+
+We currently work on:
+
+* Small and efficient language models
+* Knowledge distillation
+* Reasoning and reinforcement learning
+* Coding and debugging models
+* Model compression
+* Multi-agent systems
+* Optimization methods
+* AI accelerators and experimental hardware
+* RISC-V and custom compute architectures
+
+## Models
+
+### Kaveri
+
+Kaveri is a family of compact language models focused on coding, reasoning, and post-training research.
+
+The project explores different ways of improving smaller models through distillation, reinforcement learning, reward design, and specialized training.
+
+### Brahmaputra
+
+Brahmaputra is an experimental model family focused on knowledge distillation and capability transfer.
+
+The goal is to study how much useful knowledge and reasoning can be transferred from larger models into much smaller ones.
+
+## Hardware and Systems
+
+BluDot Labs also works on projects outside language models.
+
+This includes experimental GPU designs, AI accelerators, distributed compute systems, custom instruction set ideas, and open hardware prototypes.
+
+We are interested in the full stack, from training algorithms and models to the hardware that runs them.
+
+## Open Research
+
+A lot of our work is experimental.
+
+Some experiments improve the model. Some do not. We try to document both where possible.
+
+Models, benchmarks, code, and research experiments are published so that others can test them, reproduce them, or build on top of them.
+
+## Chennai, India
+
+BluDot Labs is based in Chennai, Tamil Nadu.
+
+We want to contribute to open AI and computing research coming out of India, especially work that can be done by small teams without access to massive amounts of compute.
+
+## BluDot Labs
+
+**Small lab. Serious experiments.**
+
+Website: https://bludotlabs.com
+Location: Chennai, India
 
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