Research
Two open releases, a training result with confidence intervals, a router whose rules run on the page, and a set of physics studies with their solvers embedded. Each page states what was measured, how, and where the numbers come from.
If you would rather check a number than read about one, start at the reproduction page. It carries five claims with the artifact, the commands, the expected output and the tolerance, and it names the claims we could not make reproducible.
Start here
What you can download and run
1.3B masked-diffusion model with a verified checkpoint; the base for the anchor-token masking study.
The retrieval format, its TypeScript reference implementation and its benchmark corpora.
The diffusion model behind the memory routes, the feed narration and the site assistant.
Every page under /research
Sophia-XE5
147.5M trained from scratch. Specialists combined by a composer rather than selected by a gate, with the weights conditioned on a descent through runtime-written memory.
XE4-S, and the routing collapse
Why selection failed at N = 3, what the numbers were, and the dense composition over thirty-one specialists that replaced it.
Anchor-token masking
A training objective for retrieval-grounded masked-diffusion fine-tuning, measured at a 1.67× held-out advantage, 95% interval [1.51, 1.85].
LTMi-XT
An open retrieval format with hash-derived lattice coordinates, provenance and decay, with a browser demo.
Constellation
The lane router behind the lab: six lanes, an arbiter, agreement floors and a human reviewer at the deepest rung.
Stack architecture
The memory, verifier, compute and deployment layers as one diagram built from the repository.
Rico Inf Curve and EM-D Stream
Particle streams in a four-singularity well, a geodesic module, and the EM-D Stream vehicle.
Magnetic confinement
A concept study of plasma compression between two counter-rotating tungsten-lined discs, with a live Grad-Shafranov solver.
Ternary quantum
Metaplectic anyon language models using three-state logic for topological, fault-tolerant computation.
Quantum computing
Exploratory work where quantum logic, non-Abelian braiding and model computation meet.
Physics
Mercury induction, magnetohydrodynamics, differential rotation and field generation in conducting fluids.
Fluid dynamics
Computational fluid simulations with lattice Boltzmann methods and Navier-Stokes solvers.
Spatial comprehension
Scene understanding, object permanence and spatial reasoning for embodied systems.
Telemetric pathfinding
Real-time spatial navigation with sensor fusion.
AGI alignment
Safety frameworks that treat oversight and intervention as design constraints rather than afterthoughts.
Ethical AI
Development frameworks for bias, transparency and human oversight.
AI and the web
How machine readers change information access and web infrastructure.
Digital feudalism
An analysis of the concentration of AI power, platform monopolies and governance for equitable access.
Papers and downloads
Every paper, specification and report, viewable in the browser and downloadable as PDF where one exists.
Independent researcher working on discrete diffusion, retrieval formats, multi-agent routing, and plasma and gravitational simulation. Every page on this index is his work.