World Models for Agents: Why the Interesting Ones Are Graphs
Agentic world models come in three levels. The ones that plan reliably encode the world as a graph, and the benchmark numbers are stark.
AI, XR, DevOps, graph theory, knowledge graphs, and digital sovereignty. Deep dives, tutorials, and analysis from across the GraphWiz knowledge base.
Agentic world models come in three levels. The ones that plan reliably encode the world as a graph, and the benchmark numbers are stark.
LLMs are strong inductive reasoners and weak deductive ones. The 2026 neurosymbolic agent stack pairs the model with a graph substrate it can verify and edit.
HPE says AI will close every network trouble ticket without a human in three years. The hard part is not detection — it is causal attribution over a topology.
Research and evaluation of the pi package marketplace in 2026: categories, maturity, security — plus a curated shortlist with practical install and usage examples.
A tutorial for /until-done on the pi coding agent: a locked goal, a verifiable done criterion, a mandatory judge — plus a command reference for day-to-day use.
Four Apache 2.0 releases in one week: EmbeddingGemma 2, Strands Decider, Cloudflare Clef, and Aleph Alpha's Kolibri-1 — the agent stack goes open.