Long contexts cause AI agents to forget early mistakes. Meta AI paired primary action agents with dedicated memory agents to fix context rot: 📝 Keeps structured notes on tools and past errors 🎯 Injects short reminders only at crucial moments 📈 Raised Claude Sonnet 4.5 benchmarks from 37.6% to 45.9% Read the full technical analysis:  https://hubs.la/Q04yf27q0 #DeepLearningAI #AIAgents #LLMs