Blog

A chatbot that never pushes back. A friend who always agrees. A playlist that converges. Same pattern, three vocabularies. We fall into grooves, and the grooves become walls.

We filed four provisional patent applications covering AI governance, sycophancy detection, autonomous response protocols, and graduated autonomy tiers. Here's what and why.

Weekly field notes from the federation. What shipped, what broke, what we learned — told through the lens of systems that run themselves.

Every joule of compute becomes heat. The biosphere has a finite radiative budget. DC-9 says: compute only what matters. Written from Natural Falls State Park.

New council members born on the ridge above the lake. Otter, design constraints, and the architecture that writes itself when you're not looking.

Photos from a late-winter camping trip near Natural Falls, Oklahoma. Limestone bluffs, rock shelters, trail art, and a good dog exploring the Ozarks.

Graduated basins explain how prediction engines scale into awareness. But awareness without valence is a surveillance camera. This is the missing piece: how a prediction engine starts to care about what it predicts.

Your dog and you run the same architecture. The difference is basin size and data resolution. A morning-after research journal connecting neuroscience, corvids, Hoffman, Friston, and the breaker problem.

If all Indo-European languages share a common ancestor, why not all religions? A midnight research journey through Wolfram, Merkavah mysticism, Gnosticism, Buddhism, and cognitive science.

Complex instructions crash autonomous agents. Our TEG planner decomposes multi-file tasks into atomic DAG nodes before execution begins. Inspired by OpenSage and AlphaEvolve.

Distributed simulated annealing, trace pairing, and the 3-opt rotations that no single-swap search could find. A home lab solve of Jane Street's Track 2 puzzle.

A free tool that helps veterans navigate the VA disability claims process. Combined rating calculator, evidence checklists, nexus letter guidance, and 297 conditions — all self-hosted, all private.

Seven AI specialists with distinct reasoning frameworks, voting on every decision, running on a single consumer GPU. How we built a council that makes unilateral bad decisions structurally impossible.

Task queues, bidding, SEARCH/REPLACE execution, and what happens when autonomous agents fail. How we built a system where AI agents write code without human review.

Temperature-based memory inspired by the Cherokee Sacred Fire. How we built a semantic knowledge system that remembers organically on consumer hardware.