Update README.md

README.md

@@ -1,10 +1,147 @@
+<div align="center">
+
+# Cosavu
+
+### Context Intelligence for Enterprise AI
+
+Build AI systems that are **cheaper**, **more reliable**, and **production-ready** through intelligent context allocation.
+
+<p align="center">
+  <img src="https://raw.githubusercontent.com/cosavu/.github/main/profile/assets/banner.png" alt="Cosavu Banner" width="100%">
+</p>
+
+[Website](https://cosavu.com) • [Documentation](https://docs.cosavu.com) • [Hugging Face](https://huggingface.co/Cosavu)
+
+</div>
+
 ---
-title: README
-emoji: 💻
-colorFrom: indigo
-colorTo: pink
-sdk: static
-pinned: false
+
+## AI doesn't have an intelligence problem anymore.
+
+It has a **context problem**.
+
+Today's LLMs are incredibly capable, yet most production AI systems still suffer from:
+
+- Rising inference costs
+- Hallucinations from weak retrieval
+- Context window bloat
+- Unnecessary model calls
+- Poor governance and observability
+
+The bottleneck isn't the model.
+
+It's **what reaches the model.**
+
 ---
 
-Edit this `README.md` markdown file to author your organization card.
+# What is Cosavu?
+
+Cosavu is a **Context Intelligence Layer** that sits between enterprise data and Large Language Models.
+
+Instead of sending everything into an LLM, Cosavu determines:
+
+- What information should be retrieved
+- What should be ignored
+- What must remain verbatim
+- What can be compressed
+- Which model should execute the task
+- How much context is actually required
+- How the output should be governed
+
+The result is AI that costs less, responds faster, and produces more reliable answers.
+
+---
+
+# Core Technologies
+
+## STAN
+
+**Synergistic Token Allocation Network**
+
+Our decision engine that dynamically allocates context, optimizes token usage, routes requests across models, and controls output quality.
+
+---
+
+## Hybrid Retrieval
+
+Cosavu combines multiple retrieval techniques instead of relying solely on vector search.
+
+- Vector Retrieval
+- Hash-based Retrieval
+- Structured Data Access
+- N-Gram Search
+- Policy-aware Ranking
+
+---
+
+## Context Intelligence
+
+Instead of retrieving the **most similar** information,
+Cosavu retrieves the **minimum trusted context** required for a decision.
+
+---
+
+# What Cosavu Optimizes
+
+- AI Inference Cost
+- Context Window Utilization
+- Output Token Efficiency
+- Hallucination Reduction
+- Enterprise Governance
+- Model Routing
+- Workflow Observability
+- Secure Context Management
+
+---
+
+# Built for Enterprise AI
+
+Cosavu integrates with existing AI stacks and enterprise infrastructure.
+
+Compatible with
+
+- OpenAI
+- Anthropic
+- Google Gemini
+- OpenRouter
+- Azure OpenAI
+- Self-hosted LLMs
+- Enterprise Knowledge Bases
+- SQL Databases
+- Vector Databases
+
+---
+
+# Research Areas
+
+We actively research
+
+- Context Intelligence
+- Context Allocation
+- AI Cost Optimization
+- Enterprise Retrieval Systems
+- Reinforcement Learning for AI Infrastructure
+- Agentic AI Infrastructure
+- Hybrid Retrieval Architectures
+
+---
+
+# Vision
+
+We believe the next generation of AI infrastructure won't be defined by larger models.
+
+It will be defined by **better context.**
+
+Just as operating systems manage compute resources,
+
+**Cosavu manages intelligence resources.**
+
+---
+
+<div align="center">
+
+### Enterprise AI starts with Context.
+
+**https://cosavu.com**
+
+</div>