October 12, 2026· ~6 min readWorld Models for Agents: Why the Interesting Ones Are Graphs A language model can describe a kitchen in perfect prose and still fail to plan boiling an egg. The gap is not knowledge, it is a *world model*: an i
October 12, 2026· ~6 min readNeurosymbolic Agents: Give the LLM a Graph to Reason Over Large language models are extraordinary inductive reasoners and surprisingly poor deductive ones. Ask a model to spot the pattern in a thousand examp
April 16, 2026· ~6 min readMemPalace: Local-First AI Memory Without the Cloud Bill Six months of daily AI use equals 19.5 million tokens. That is every decision, every debugging session, every architecture debate. Most of it is thro
January 9, 2025· ~1 min readThe Agentic Era: 120 AI Tools Redefining Workforce Productivity ## **Executive Summary: The Transition from Augmentation to Agency** The year 2025 marked a definitive inflection point in the trajectory of artific
August 6, 2026· ~5 min readAgent Graphs as Memory: When the Agent's Mental Scratchpad Is a Graph # Agent Graphs as Memory: When the Agent's Mental State Is a Graph Every agentic system has the same bottleneck: **memory**. Prompt-window context r