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TechBadger
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DevOps and fun. Building the next 10k DevOps Engineers → https://t.co/0VDEapgzdT





Traditional RAG vs Agentic RAG vs Memory Systems Most people mix these up: Traditional RAG → Agentic RAG → Memory Systems Each step solves a different limitation. Here’s the breakdown (save this): 𝟭) 𝗧𝗿𝗮𝗱𝗶𝘁𝗶𝗼𝗻𝗮𝗹 𝗥𝗔𝗚 The classic way to ground LLMs. Pipeline: Retrieve → Inject context → Generate answer Best for docs and knowledge search. But it has a key limitation: Every request is stateless. Here’s a great piece explaining why this stateless design creates problems for agents:lucode.co/agent-memory-a… 𝟮) 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗥𝗔𝗚 Now the system adds an agent loop. Instead of a single retrieval step, the model can: Plan → Retrieve → Observe → Refine → Repeat Agentic RAG is great for complex problem solving. But there’s still a gap. Once the session ends, the agent loses all context. 𝟯) 𝗠𝗲𝗺𝗼𝗿𝘆 𝗦𝘆𝘀𝘁𝗲𝗺𝘀 This is where the future is heading. Instead of stateless assistants, you build stateful agents. They can: ↳ Write memories: store facts and decisions from interactions ↳ Consolidate knowledge: summarize long histories ↳ Recall context: retrieve important memories later Best for assistants that need to remember users, decisions, and ongoing work. In short: RAG retrieves knowledge. Memory preserves context. Teams building agents are discovering the same issue: The hardest problem isn’t reasoning. It’s memory. Here’s a great article that breaks down this problem and how to fix it: lucode.co/agent-memory-a… What else would you add? ♻️ Repost to help others learn AI. 🙏 Thanks to @Oracle for sponsoring this post.



Dennis Ritchie created C in the early 1970s without Google, Stack Overflow, GitHub, or any AI ( Claude, Cursor, Codex) assistant. - No VC funding. - No viral launch. - No TED talk. - Just two engineers at Bell Labs. A terminal. And a problem to solve. He built a language that fit in kilobytes. 50 years later, it runs everything. Linux kernel. Windows. macOS. Every iPhone. Every Android. NASA’s deep space probes. The International Space Station. > Python borrowed from it. > Java borrowed from it. > JavaScript borrowed from it. If you have ever written a single line of code in any language, you did it in Dennis Ritchie’s shadow. He died in 2011. The same week as Steve Jobs. Jobs got the front pages. Ritchie got silence. This Legend deserves to be celebrated.




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