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docs: Improve README clarity and introduction #57

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Update readme.md
iamKhan79690 Aug 24, 2025
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iamKhan79690 Aug 25, 2025
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17 changes: 10 additions & 7 deletions 03_ai_protocols/03_nanda/readme.md
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Expand Up @@ -22,20 +22,23 @@ Here’s a breakdown of what that entails and why it matters:

## What Is Project NANDA?

**NANDA** is an open, decentralized infrastructure aiming to enable a vast ecosystem of autonomous AI agents to discover, verify, communicate, and collaborate across diverse platforms and protocols.
**NANDA** ( Networked Agents And Decentralized AI ) is a decentralized system that enables AI Agents to securely Discover, verify , communicate and collaborate with other AI Agents across different diverse platforms and protocols.

* It builds upon protocols like Anthropic’s MCP (Model Context Protocol) and Google’s A2A (Agent-to-Agent), orchestrating them within a unified, decentralized network.([nanda.media.mit.edu][1], [numorpho.org][2], [LinkedIn][3])
* Project NANDA provides the infrastructure necessary for an **“Internet of AI Agents”**, where agents—from individuals, businesses, or institutions—can operate, transact, and evolve across a federated landscape.([LinkedIn][3], [Forbes][4], [numorpho.org][2])
It provides a unified system for independent AI agents to securely discover, verify, communicate, and collaborate across different platforms and networks. Instead of developers creating custom, one-off integrations for each AI, NANDA provides a shared infrastructure, allowing agents to work together seamlessly.

* It leverages standards like Anthropic’s MCP (Model Context Protocol) and Google’s A2A (Agent-to-Agent), bringing them together into one unified, decentralized network.([nanda.media.mit.edu][1], [numorpho.org][2], [LinkedIn][3])
* Project NANDA lays the foundation for an **‘Internet of AI Agents’**, enabling agents from individuals, businesses, and institutions to interact, transact, and grow within a connected, federated ecosystem.([LinkedIn][3], [Forbes][4], [numorpho.org][2])

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## Why It Matters

Think of NANDA as building the **TCP/IP or DNS layer for AI agents**—creating the backbone they need to interact securely, seamlessly, and scalably.
NANDA matters because it provides the missing layer of **Trust** and **interoperability** for the growing world of AI agents.It creates the backbone they need to interact securely, seamlessly, and scalably.

* It functions as a **universal adapter**: NANDA allows agents across different frameworks to understand and communicate with each other without needing shared protocol languages.([LinkedIn][5], [Forbes][4])
* It offers a **decentralized registry system** (akin to domain resolution), enabling agents to find one another across a federated network.([Forbes][4], [LinkedIn][3], [Medium][6], [Wikipedia][7])
* NANDA includes **secure identity, trust, and verification layers**, ensuring interactions are auditable, trustworthy, and resistant to impersonation.([Medium][6], [arXiv][8], [LinkedIn][3])
* Think of it as the TCP/IP + DNS + SSL for agents: the basic plumbing that makes large-scale, secure collaboration possible.
* NANDA acts as a universal adapter, enabling agents built on different frameworks to communicate and collaborate without requiring the same protocol.([LinkedIn][5], [Forbes][4])
* NANDA provides a **decentralized registry**, similar to domain name resolution, that allows agents to reliably discover each other across a shared network.([Forbes][4], [LinkedIn][3], [Medium][6], [Wikipedia][7])
* NANDA adds **secure identity**, **trust**, and **verification layers**, making every interaction verifiable, reliable, and protected against impersonation([Medium][6], [arXiv][8], [LinkedIn][3])

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2 changes: 1 addition & 1 deletion README.md
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Expand Up @@ -116,7 +116,7 @@ The Dapr Agentic Cloud Ascent (DACA) guide introduces a strategic design pattern

| **Framework** | **Abstraction Level** | **Key Characteristics** | **Learning Curve** | **Control Level** | **Simplicity** |
|-----------------------|-----------------------|-----------------------------------------------------------------------------------------|--------------------|-------------------|----------------|
| **OpenAI Agents SDK** | Minimal | Python-first, core primitives (Agents, Handoffs, Guardrails), direct control | Low | High | High |
| **OpenAI Agents SDK** | Minimal | Python-first, core primitives (Agents, Handoffs, Guardrails,Sessions), direct control | Low | High | High |
| **CrewAI** | Moderate | Role-based agents, crews, tasks, focus on collaboration | Low-Medium | Medium | Medium |
| **AutoGen** | High | Conversational agents, flexible conversation patterns, human-in-the-loop support | Medium | Medium | Medium |
| **Google ADK** | Moderate | Multi-agent hierarchies, Google Cloud integration (Gemini, Vertex AI), rich tool ecosystem, bidirectional streaming | Medium | Medium-High | Medium |
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