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README.md

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-This is the ShreyanAI homepage focused on **ultra efficient and impactful models**. It is our mission to make indegenously developed models and advance AI further, and for the betterment of the country and human society as a whole.
+# SolsticeAI
 
-Our current members :
+Efficient intelligence. Built for the real world.
 
-_**Shreyan : Main AI/ML developer**_
+Independent organization dedicated to developing and researching efficient and accessible AI.
 
-*Kashyap* : _*Shreyan's friend/full-time psychopath*_
+Driven by a singular focus on
+
+> making powerful AI compatible with real-world hardware constraints,
+
+we produce research, tools, and models exploring the practical limits of modern machine learning.
+
+From small language models to efficient inference runtimes to aggressive quantization techniques, our projects investigate how the capabilities of modern AI can best be leveraged within the confines of memory, throughput, and computational power.
+
+## What we do
+
+- Efficient models
+
+- Inference & optimization
+
+- Model compression and quantisation
+
+- Accessible AI
+
+## Why it matters
+
+Small does not mean simple
+
+We believe in the fundamental importance of light-weight systems and architectures, and their ability to drastically broaden access to modern machine learning.
+
+Lower requirements for memory, compute, bandwidth, and power enable a wider variety of deployment options, from personal experimentation to large-scale distributed systems.
+
+## Open research
+
+We strive to publish our work openly whenever possible.
+
+You'll find many of our models, experiments, datasets, and research artifacts in our
+
+Hugging Face organization,
+
+including various works-in-progress, ideas, benchmarks, and other detritus of the development process.
+
+---
+
+### SolsticeAI
+
+Efficient intelligence. Built for the real world.