The whole
stack, open.
The tools behind the lab, public and permissively licensed — from the Abacus coding agent to the training infrastructure we run every day. MIT or Apache, inspectable by default, no waitlists. If they break you, send a patch.
A fast, local-first terminal coding agent written in Rust. Bring your own OpenAI-compatible endpoint — local Ollama, llama.cpp, vLLM or hosted providers — then inspect approval-gated diffs, sessions, goals, skills, MCP tools, subagents and scheduled jobs from one focused TUI.
↗02Multi-model fusion chat: a master model asks up to three independent fusion models the same task, then synthesizes one coherent answer from their replies. TUI plus a web UI, every turn logged.
↗03A lean, local experiment tracker with a live web dashboard. Import and go — loss curves, arbitrary metrics, artifact saving and run comparison update in real time. No servers, no API keys, no cloud.
↗04Automatically offload PyTorch checkpoints to (S)FTP as they are written, then delete the local copy so long runs never fill the disk. Resume by run name and checkpoint name.
↗05A fast, concurrent task generator for distillation data, written in native Rust. Dozens of domains across math, code, science, creative writing and conversation. OpenAI-compatible; builds the public tasklist-* corpora.
↗06A high-fidelity proxy that translates the Anthropic Messages API to any OpenAI-compatible backend: extended thinking, document blocks, streaming tool use and cache control preserved.
↗07A nanochat fork with Block Attention Residuals: learned, input-dependent attention over previous block outputs in place of fixed additive residuals. A small, readable testbed for an architectural idea.
↗08A tiny ~63M GPT-2 trained from scratch on public-domain scripture — a spare-compute tribute to Terry A. Davis. Not a serious model. That is the point.
↗Follow the build.
An occasional dispatch from the lab — progress on Qwythos and Claire, what we found with microverse, new Abacus releases and the one thing we got wrong that week. No hype, no roadmap theatre. Cancel from any line.