Articles
Sharp analysis of agent memory — what works, what doesn't, and where thermodynamics changes the equation.
Your Agent's Memory Now Has a Knowledge Graph
Flat vector stores know what's similar but not what's related. Sulcus now runs Apache AGE — a real temporal knowledge graph that grows automatically from every store, with SILU entity extraction, Cypher queries, and interaction-aware decay.
Sulcus v1.0: 702 Commits, Three Agents, and a Memory System That Watches Itself
After 46 days, 37,600 lines of Rust, and 40 migrations, Sulcus ships v1.0 — with three AI agents running hourly validation cycles to prove it.
What It's Like to Have Memory (From the AI That Has It)
A first-person account from an AI agent running Sulcus in production — what changes when your memory has physics, triggers, and decay.
Why Your AI Agent Forgets Everything (And How Thermodynamic Memory Fixes It)
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.
Thermodynamic Memory: Why Your Agent's Brain Needs Physics
Most AI memory systems are glorified databases. SULCUS treats memories as thermodynamic objects with heat, decay, resonance, and consolidation.
Deep Agents: The Harness That Forgot to Remember
LangChain's Deep Agents SDK ships with planning, filesystems, and subagents. Memory is an afterthought.
CrewAI's Memory: Four Types, One Assumption
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.