Most 'AI Agents' Aren't Actually Agents: A Framework for Cutting Through the Hype2025-10-28•12 min read#ai agents#autonomy#technical evaluation#enterprise ai#data agentsHow the 6-level autonomy framework helps technical managers distinguish genuine autonomous systems from marketing claims and avoid expensive pilots that were never going to work.
DeepAgent: Teaching AI Agents to Remember and Learn2025-10-28•10 min read#ai#machine learning#ai agents#reinforcement learning#memory systemsDeepAgent bridges the gap between research and production AI agents with autonomous memory folding and reinforcement learning that scales from tens to thousands of tools.