Sharp analysis of agent memory — what works, what doesn't, and where thermodynamics changes the equation.
Most memory systems aren't memory systems at all. They're buckets. Here's why that breaks in production — and what a physics-based approach changes.
Most AI memory systems are glorified databases. SULCUS treats memories as thermodynamic objects with heat, decay, resonance, and consolidation.
LangChain's Deep Agents SDK ships with planning, filesystems, and subagents. Memory is an afterthought.
CrewAI ships the most sophisticated memory in the agent space. It's still not enough.
More articles coming — Vercel AI SDK, AutoGen, LlamaIndex, OpenAI Assistants.