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Ricardo Vargas, PhD
Ricardo Vargas, PhD
Global authority in project, portfolio and risk management
January 5, 2026 · 8:06 AMView on Instagram ↗
Instagram post

Hey everyone 👋 Starting the new year right with a post I came across from @leadgenman that really stuck with me. 🤩 Agentic AI isn’t just a buzzword. It’s a full stack. Here’s the complete framework: Layer 1: AI & ML Turning data into decisions using supervised, unsupervised, and reinforcement learning. Layer 2: Deep Learning Multi-layer neural networks powering intelligence — CNNs, LSTMs, transformers. Layer 3: Generative AI Creating new content across text, images, audio, and video. Layer 4: AI Agents Autonomous task execution with RAG, tool use, and memory systems. Layer 5: Agentic AI End-to-end automation with self-improvement, feedback loops, and governance. Each layer builds on the last. Skip one, and the system breaks. 💥 Ricardo #AgenticAI #ArtificialIntelligence #GenerativeAI #AIAgents #MachineLearning #DeepLearning #AIStack #FutureOfAI #Automation #TechTrends

Hey everyone 👋 Starting the new year right with a post I c · Ricardo Vargas