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README.md

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 <h1 align="center">AISA — Agentic AI Systems Architecture</h1>
 
-![Agentic AI Systems Architecture (AISA) (1)](https://cdn-uploads.huggingface.co/production/uploads/628f7a71dd993507cfcbe587/hbXS0IiwEWG2iB6IjTmzG.png)
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     alt="Agentic AI Systems Architecture (AISA)" 
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-A unified reference architecture for designing, deploying, and governing agentic AI systems.
+A unified reference architecture for designing, deploying, evaluating, and governing agentic AI systems.
 </p>
 
+---
+
+Recent advances in large language models have enabled **agentic AI systems** capable of autonomous reasoning, multi-step planning, tool use, and interaction with complex environments. However, many existing agentic systems are still developed in fragmented ways, lacking a unifying architectural foundation that integrates reasoning, infrastructure, evaluation, governance, and safety.
+
+**AISA (Agentic AI Systems Architecture)** addresses this gap through a layered, implementation-neutral reference framework. It provides a coherent structure for agent design, tool execution, orchestration, continuous evaluation, deployment operations, and governance—enabling agentic systems that are reliable, scalable, and auditable by design.
 
+This organization hosts **reference specifications, architectural artifacts, evaluation resources, and example implementations** aligned with the AISA framework.
+
+---
 
-Recent advances in large language models have enabled agentic AI systems that can reason autonomously, plan actions, use tools, and interact with
-complex environments over multiple steps.
+### Project Status
+
+- **Status:** Active development  
+- **Scope:** Reference architecture, specifications, evaluation artifacts, and example implementations  
+- **Audience:** Researchers, AI engineers, system architects, and practitioners building agentic AI systems  
+
+---
+
+### How to Use AISA
+
+- As a **design framework** for structuring agentic AI systems  
+- As an **evaluation lens** for identifying risks, gaps, and failure modes  
+- As a **learning roadmap** from single-agent prototypes to enterprise-scale deployments  
+
+---
 
-However, many agentic systems are still developed in fragmented ways,lacking a unified architectural framework that integrates reasoning, 
-infrastructure, evaluation, governance, and ethical oversight.
+### Quick Links
 
-AISA (Agentic AI Systems Architecture) introduces a layered conceptual framework that unifies agent design, tool execution, orchestration,
-continuous evaluation, deployment operations, and governance into a single coherent model.
+- 📐 **Architecture Overview**  
+  https://huggingface.co/AISA-Framework/aisa-reference-architecture/blob/main/ARCHITECTURE.md
 
+- 📜 **Cross-Layer Contracts**  
+  https://huggingface.co/AISA-Framework/aisa-reference-architecture/blob/main/CONTRACTS.md
 
-## Quick Links
+- 🧭 **Learning & Adoption Roadmap**  
+  https://huggingface.co/AISA-Framework/aisa-reference-architecture/blob/main/ROADMAP.md
 
-- [Architecture](https://huggingface.co/spaces/AISA-Framework/README/blob/main/ARCHITECTURE.md)
-- [Contracts](https://huggingface.co/spaces/AISA-Framework/README/blob/main/CONTRACTS.md)
-- [Roadmap](https://huggingface.co/spaces/AISA-Framework/README/blob/main/ROADMAP.md)
+---