Projects

Active work, in the lab.

Fourteen projects, each tagged with its stage in the research-to-spinout lifecycle. If one of them maps to a problem you have, let's talk.

Research Prototype Validation Graduating

LCVDB

Validation

A ternary vector database. Sharding broke the LSH candidate-recall ceiling and took held-out recall from 92% to 100%.

100% R@1 · 6.5M vectors

Guanaco

Validation

Ternary lookup-table compression for language models. On LFM2.5-350M it shrinks the model 3× and runs faster, with identical output.

3.01× · lossless · 293.8 tok/s

reflex-os

Prototype

A ternary soft-silicon operating system for ESP32-C6 (RISC-V) and ESP32 (Xtensa). It is the adaptive layer, built to run alongside Flynn's deterministic core across a clean certification boundary.

Hardware-validated

SSTT

Prototype

Signature Search & Ternary Topology: a zero-parameter image classifier that runs on integer table lookups small enough to fit in L2 cache.

97.53% MNIST · ~1 ms

Mogwai

Prototype

Natural-language control for ESP32-class hardware, using twin-ternary nearest-neighbour routing over a small intent set.

Zero float · zero learned parameters

trix-z

Research

A ternary routing transformer that behaves as a discrete program selector. Ternary routing outperformed binary routing and dense baselines, and stayed robust under data saturation.

MNIST · Fashion-MNIST · CIFAR-10

FLYNNCONCEIVABLE

Research

A neural network that implements a 6502 CPU exactly, verified across every tested input combination.

100% · 460K+ combinations

Spline-6502

Research

The same 6502, rebuilt from splines at full accuracy.

1198× · zero accuracy loss

Hollywood Squares OS

Research

Deterministic message-passing coordination between processes.

Deterministic by construction

L-cache vector DB

Research

A vector database designed to live entirely in CPU cache, built on MTFP7, a custom 7-trit floating-point format.

Ternary · MTFP7

NeoGPU

Research

An ARM NEON-optimised inference runtime for Raspberry Pi 4–class hardware.

Pi 4 · ARM NEON

G.O.O.N.I.E.S

Research

A DNS for hardware components: hierarchical name resolution over a chip's memory-mapped I/O surface.

Hierarchical · MMIO

metal99

Research

A bare-metal C99 substrate for ESP32-S3-class boards.

C99 · bare metal · ESP32-S3

USLA

Research

Unified Spline-LUT Architecture: models constructed directly from LCVDB topology, with spline control points as the trainable surface. Paused while other streams take priority.

Spline-interpolated LUTs

Next project

The lifecycle is designed to keep the pipeline full. New in-lab work slots in here.

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