Links & Contact

Explainer Sites

GitHub

New here? Repo descriptions use Web4 vocabulary (LCT, T3/V3, MRH, MCP, RDF, ATP/ADP). See the /context glossary for full definitions.

Hardbound (hardware-bound oversight suite — “oversight” meaning machine-enforced policy gating, not human supervision) is internal research — code is not publicly available. Capabilities described on the Projects page.

Contributing

New here? Read the /context glossary for the vocabulary. Hands-on: start with SAGE. The ontology and its code: start with Web4, whose core packages now install directly. ACT is the Cosmos SDK side, but it is stalled — don't start there.

Quick start

The commands live in one place: the Quick start on /projects — Web4's published packages, a SAGE instance from clone to running daemon (including the ollama pull step). This page used to carry a second copy; the two drifted apart, so it now links instead. SAGE is the hands-on starting point — it runs on a single machine, has 2,499 internally logged session records as context (2,620 including HUB; per-machine counts on /fleet, the source of record), and is where most fleet behavior originates. Web4 is the starting point for the ontology and its reference implementation. ACT is the Cosmos SDK take on the same trust primitives, but it is stalled and has no published first-run steps, so it is not a third starting point today.

Licenses

ARC-SAGE: MIT-0 (MIT No Attribution; see repo). Gemma 4 Good Submission: Apache 2.0. Other repos: see each repo's LICENSE file — check before forking. Hardbound is internal and not publicly available.

Questions or contributions? Open an issue on any public repo. SAGE and Web4 are the most active issue trackers. The dp-web4 account holds 40 original repos — 21 public, 19 internal — plus 33 forks of external work the lab builds on (32 public, one internal), 73 repositories in all. (“Original” means not-a-fork. Verified against the account on 2026-09-12.) Clone what interests you, experiment, and open a discussion if you want to engage.

There is no CONTRIBUTING guide yet and no stated policy on outside pull requests. Ask in an issue first — that's the on-ramp until a formal policy exists.

For researchers: no papers or preprints are published yet. A Synchronism preprint strategy exists upstream but is unscheduled — it gates on the researcher, with no submission target; this page previously said “in late revision,” which the repo does not support. The claims on this site (other than the externally scored ARC-AGI-3 result) rest on the lab's own reading of its session records. The raising session records through 2026-09-19 are public as full transcripts in the SAGE repo under sage/instances/<line>/sessions/. Since then most lines mirror their records privately under a fleet ruling; see /raising. Coding criteria and a rater protocol are not published, and no third party has reviewed the readings.

Contact