The AI That Never Forgets — My Vision Agents Hackathon Journey

How I solved video AI's biggest blind spot — amnesia — by building a real-time temporal memory engine on top of the Vision Agents SDK by Stream. https://img.shields.io/badge/ARGUS-The_AI_That_Never_Forgets-00d4aa?style=for-the-badge&logo=openai&logoColor=white&labelColor=101010&logoWidth=30&pd=20 🏆 Built for the Vision Possible: Agent Protocol Hackathon ⚡ Powered by Vision Agents SDK by Stream 🎥 Watch ARGUS in Action Before I explain how I built it, you have to see it to believe it. Here is ARGUS detecting objects, tracking them over time, and answering questions about the past in real-time. PASTE_YOUR_VIDEO_LINK_HERE (If the video doesn't load, click here to watch the demo ) 🚨 The Problem: AI Has Amnesia I realized something frustrating while testing modern Video AI demos. They are brilliant at telling you what is happening right now , but they are terrible at telling you what happened 5 minutes ago . If I drop my keys and ask a standard AI agent, "Where are my keys?", it looks at the