LCVDB
ValidationA ternary vector database. Sharding broke the LSH candidate-recall ceiling and took held-out recall from 92% to 100%.
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.
A ternary vector database. Sharding broke the LSH candidate-recall ceiling and took held-out recall from 92% to 100%.
Ternary lookup-table compression for language models. On LFM2.5-350M it shrinks the model 3× and runs faster, with identical output.
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.
Signature Search & Ternary Topology: a zero-parameter image classifier that runs on integer table lookups small enough to fit in L2 cache.
Natural-language control for ESP32-class hardware, using twin-ternary nearest-neighbour routing over a small intent set.
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.
A neural network that implements a 6502 CPU exactly, verified across every tested input combination.
The same 6502, rebuilt from splines at full accuracy.
Deterministic message-passing coordination between processes.
A vector database designed to live entirely in CPU cache, built on MTFP7, a custom 7-trit floating-point format.
An ARM NEON-optimised inference runtime for Raspberry Pi 4–class hardware.
A DNS for hardware components: hierarchical name resolution over a chip's memory-mapped I/O surface.
A bare-metal C99 substrate for ESP32-S3-class boards.
Unified Spline-LUT Architecture: models constructed directly from LCVDB topology, with spline control points as the trainable surface. Paused while other streams take priority.
The lifecycle is designed to keep the pipeline full. New in-lab work slots in here.
Sponsors see results as they happen and get first look when work graduates.