Bharat Varshney

Aug 08, 2025 • 1 min read

Understanding pillar of Agentic AI step by step

 

7 PILLAR of agentic AI

𝟭. 𝗔𝘂𝘁𝗼𝗻𝗼𝗺𝘆
Agents must operate independently, initiate actions, and pursue objectives without continuous human intervention.
Representative tools: AutoGen, CrewAI, LangGraph, OpenAgents, MetaGPT, AgentVerse

𝟮. 𝗚𝗼𝗮𝗹-𝗗𝗶𝗿𝗲𝗰𝘁𝗲𝗱 𝗣𝗹𝗮𝗻𝗻𝗶𝗻𝗴
Agents should be able to break down abstract objectives into concrete tasks and adapt their plans as the environment changes.
Representative tools: ReAct, LangChain Agent Executors, Camel, DUST

𝟯. 𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝗰𝗮𝘁𝗶𝗼𝗻 & 𝗖𝗼𝗹𝗹𝗮𝗯𝗼𝗿𝗮𝘁𝗶𝗼𝗻
Agents need to coordinate effectively with other agents or humans to achieve shared tasks and avoid conflicts.
Representative tools: AutoGen, CrewAI, LangGraph, ChatDev, SupaAgent, AgentHub

𝟰. 𝗥𝗲𝗮𝘀𝗼𝗻𝗶𝗻𝗴 & 𝗗𝗲𝗰𝗶𝘀𝗶𝗼𝗻 𝗠𝗮𝗸𝗶𝗻𝗴
Agents must apply logical and contextual understanding to make high-quality decisions based on goals, constraints, and environment.
Representative tools: GPT-4o, Claude 3 Opus, Mistral, Chain-of-Thought Prompting, OpenDevin, Thought Source

𝟱. 𝗧𝗼𝗼𝗹 𝗨𝘀𝗲 & 𝗘𝗻𝘃𝗶𝗿𝗼𝗻𝗺𝗲𝗻𝘁 𝗜𝗻𝘁𝗲𝗿𝗮𝗰𝘁𝗶𝗼𝗻
Modern agents interact with external tools, APIs, browsers, and code execution environments to perform complex tasks.
Representative tools: LangChain Toolkits, Function Calling (OpenAI, Claude, Gemini), BrowserPilot, WebAgent, ToolLLM, Gorilla, CrewAI Tools

𝟲. 𝗠𝗲𝗺𝗼𝗿𝘆 & 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴
Agents must store, retrieve, and evolve knowledge over time — enabling continuity and adaptation across tasks.
Representative tools: LangChain Memory, MemGPT, LlamaIndex, Pinecone, Chroma, Weaviate, Qdrant, MemoryGraph

𝟳. 𝗦𝗮𝗳𝗲𝘁𝘆, 𝗔𝗹𝗶𝗴𝗻𝗺𝗲𝗻𝘁 & 𝗘𝘃𝗮𝗹𝘂𝗮𝘁𝗶𝗼𝗻
Agents must behave ethically, remain within defined boundaries, and be evaluated for robustness, fairness, and alignment.
Representative tools: Guardrails AI, Constitutional AI, OpenAI Moderation API, Red-Teaming Agents, TruLens, Helicone

𝗪𝗵𝘆 𝘁𝗵𝗶𝘀 𝗺𝗮𝘁𝘁𝗲𝗿𝘀:
Agentic AI represents a fundamental shift in how intelligent systems are designed. These agents are not just tools — they are collaborators capable of reasoning, learning, and acting across environments.

As builders, researchers, and practitioners, we must ensure that our systems are robust, transparent, and beneficial.

I welcome thoughts, feedback, and discussion — this space is moving fast, and collaboration is essential.

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