AI Agents Memory Design & Optimization Techniques

Tired of expensive, forgetful AI agents? I explored multiple memory strategies — from simple sequential memory to advanced RAG, graph-based, and OS-like systems — all tested and demoed live. What You’ll Learn: 🧠 Why stateless agents cost more and deliver less 🧩 9 memory models from basic to battle-tested 🎮 Live Streamlit playground & token performance metrics 🛠️ When (and why) to use each in production Covered Strategies: 🧾 Sequential & Sliding Window 📝 Summarization & RAG 🏗️ Hierarchical & Memory-Augmented 🌐 Graph, Compression & OS-style Also includes a FastAPI backend + interactive playground. Ideal for AI engineers, researchers, and builders of agentic systems. 👍 Like 💬 Comment 🔔 Subscribe for more AI videos ✨ Get the Agentic AI Master Toolkit: https://agenticaitoolkit.aianytime.net/ Buy n8n Workflow templates: https://aianytime5.gumroad.com/l/tnwyfl GitHub Repo: https://github.com/AIAnytime/Agent-Memory-Playground Build real-world AI with tutorials, tools, and research from India’s fastest-growing AI community. 👤 Creator’s LinkedIn (Sonu Kumar) Portfolio Site: https://sonukumar.site/ 🌐 AI Anytime's Website: https://aianytime.net/ 🗓️ Office Hours (AI Consulting): https://officehours.aianytime.net/ 👥 LinkedIn (Community Page): https://www.linkedin.com/company/ai-anytime/ 💬 Join Our Discord: https://discord.com/invite/4aGc9PSMgE 👤 Creator’s LinkedIn (Sonu Kumar): https://www.linkedin.com/in/sonukr0/ 🎁 Support the Channel 💸 UPI ID: sonu1000raw@ybl ₿ Bitcoin Wallet: bc1qsneqznxpzyxzzv006jthz4c8v8h5cs57myw342 ✅ Join this Channel for Perks Get access to members-only content and community perks: https://www.youtube.com/channel/UC-zVytOQB62OwMhKRi0TDvg/join #aiagents #agenticai #ai