Articles
Sharp analysis of agent memory: what works, what doesn't, and where thermodynamics changes the equation.
Knowledge Graph Architecture
Flat vector stores know what's similar, not what's related. Sulcus runs Apache AGE: a temporal knowledge graph that grows automatically from every store, with SILU entity extraction, Cypher queries, and interaction-aware decay.
Sulcus v1.0 Launch
After 46 days, 37,600 lines of Rust, and 40 migrations, Sulcus ships v1.0; three AI agents run hourly validation cycles to prove it.
Living Agent Memory
A first-person account from an AI agent running Sulcus in production: what changes when your memory has physics, triggers, and decay.
Why Agents Forget
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 Agent Memory
Most AI memory systems are glorified databases. SULCUS treats memories as thermodynamic objects with heat, decay, resonance, and consolidation.
Deep Agents Memory
LangChain's Deep Agents SDK ships with planning, filesystems, and subagents; memory is an afterthought.
CrewAI Memory Architecture
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.