Where all of it started
evolving-agents
What if the decomposition was right and the substrate was wrong?
The Evolving Agents Toolkit. Eighteen thousand lines describing five subsystems, and three test functions. Each subsystem was independently rebuilt over the following year on something that could be tested — this is the map of where they went, and what it cost.
What came out of it — 2026
agentvcs Reproducible
What if an agent's autonomous evolution could be merged back into your release, like any other branch?
Version control where one commit carries code, goal, model pins, trace and sub-agent swarm together, and conflicts are handed to a reconciler over a plain stdin/stdout contract.
sleep-harness Results
What if you could catch a poisoned memory by watching which concepts light up inside the model?
An interpretability firewall for agent memory. Reads the residual stream through a Jacobian lens to flag injected instructions that are lexically identical to benign text, and to scan third-party adapters for trojans before they mount.
evolving-robot Prototype
What if a robot that missed a fallen patient could rewrite its own care protocol overnight?
Florence patrols a hospital ward, fails to check a patient standing outside her lamp radius, and revises the skill that caused it. The rewrite survives only if it outscores the protocol it replaced.
skillos Prototype
What if the operating system were written entirely in markdown?
Skills as programs, traces as logs, consolidation as sleep — plus a line-op dialect that lets small models patch files by emitting edits instead of rewriting whole documents.
qa Prototype
What if your test suite told you what it had quietly stopped checking?
Every assertion is fingerprinted and diffed across runs, so a check that silently disappeared surfaces as a finding. Passing exploratory sessions get frozen into deterministic scripts.
skillos_robot Prototype
What if the robot were just a device driver for a language model?
A slow vision-language brain plans at roughly one hertz while a reactive controller drives motors at twenty, over a bytecode link to an ESP32.
token-trie Reproducible
What if a small model could not emit invalid syntax, because the decoder refused to let it?
Every legal instruction is pre-tokenized into a trie of token IDs and the sampler's valid-next set is masked at each step. A 350M-parameter model plays Tetris in a browser tab, fully offline.
evolving-memory Results
What if an agent's memory consolidated itself the way sleep consolidates yours?
A trajectory engine that chunks execution traces, connects them and curates what survives — so repeated experience raises confidence and failures extract constraints.