Andres Fl.

𝗜𝗙 𝗬𝗢𝗨 𝗪𝗔𝗡𝗧 𝗧𝗢 𝗨𝗡𝗗𝗘𝗥𝗦𝗧𝗔𝗡𝗗 𝗔𝗜 𝗔𝗚𝗘𝗡𝗧𝗦, 𝗟𝗘𝗔𝗥𝗡 𝗧𝗛𝗘𝗦𝗘 𝟵 𝗧𝗘𝗥𝗠𝗦 AI agents are becoming more than just chatbots. They can use tools, remember context, retrieve information, work with other agents, and execute multi-step tasks. But first, you need to understand the language behind them. 𝗛𝗘𝗥𝗘 𝗔𝗥𝗘 𝟵 𝗜𝗠𝗣𝗢𝗥𝗧𝗔𝗡𝗧 𝗧𝗘𝗥𝗠𝗦: 01 — 𝗛𝗔𝗥𝗡𝗘𝗦𝗦 The loop that turns an LLM into an agent. Context → LLM → Tool Call → Result → Context It connects the model with skills, memory, prompts, APIs, browsers and other tools. 02 — 𝗠𝗘𝗠𝗢𝗥𝗬 & 𝗦𝗧𝗔𝗧𝗘 Memory helps an agent remember information across tasks. → Short-term memory → Long-term memory → Current state → Open tasks 03 — 𝗥𝗔𝗚 Retrieval-Augmented Generation helps an agent find relevant information before generating an answer. Question → Search → Relevant Data → LLM → Answer This helps ground responses in external knowledge. 04 — 𝗠𝗖𝗣 Model Context Protocol provides a standardized way for AI systems to connect with tools and data. Think of it as a common connection layer between AI and external capabilities. 05 — 𝗦𝗞𝗜𝗟𝗟𝗦 Reusable instructions, knowledge, scripts, and workflows that an agent can load when needed. This makes agents more capable without putting everything into one massive prompt. 06 — 𝗚𝗨𝗔𝗥𝗗𝗥𝗔𝗜𝗟𝗦 Rules that define what an agent can and cannot do. → Permissions → Sandboxing → Human approval → Action logging The goal is useful autonomy without uncontrolled actions. 07 — 𝗘𝗩𝗔𝗟𝗦 Evaluation systems measure whether an agent actually performs well. Test before launch → Measure outcomes → Improve → Monitor Good agents need more than impressive demos. 08 — 𝗔𝟮𝗔 Agent-to-Agent communication allows agents to communicate, exchange tasks, and share results. Different agents can specialize in different jobs. 09 — 𝗠𝗨𝗟𝗧𝗜-𝗔𝗚𝗘𝗡𝗧 𝗦𝗬𝗦𝗧𝗘𝗠𝗦 One orchestrator can coordinate multiple specialized agents. For example: Researcher → Coder → Reviewer → Final Result 𝗧𝗛𝗘 𝗕𝗜𝗚 𝗣𝗜𝗖𝗧𝗨𝗥𝗘: LLM + Memory + RAG + Tools + Skills + Guardrails + Evals + Agent Communication That combination is what turns a basic AI model into a more capable agentic system. Save this cheat sheet if you're learning AI agents. Follow @mayaislam_ai for more AI, tools, automation and tech insights. #AI #AIAgents #AgenticAI #ArtificialIntelligence #RAG #MCP #AITools #GenerativeAI #Tech