Research / the lab

Work in the open.

The agency ships capability; the lab is where it comes from. Here is both — the work we are building and the research we sell. Not finished papers: what holds up, as it holds up.

Reports

Research you can buy.

Every report ships a free sample and its method. You buy the full version — no black box.

AI governance / reproducible study

Governing Untrusted AI — the Agent Harness study

How to turn an untrusted, weak model into governed, evidenced work with zero patches to the core — a reproducible study with a full evidence trail you can re-run.

Color / trends / 2026–27

Unichrome Color Intelligence Report

A working forecast of where color is going — palette systems, harmony frameworks, and product mappings for 2026–27 — built from measured color data, not mood boards.

Read & buy — $49 64 pp · Unichrome
Intelligence · AI Task Exposure

AI Skills & Talent Trends

Roughly $3T of US wages sits in work AI could touch — but the usual exposure numbers are two to three times too high. This measures what AI can actually take from each industry’s roles. Twelve industries; shared in a briefing.

Featured work

What the lab has built.

Real systems, shown — not described. Where the work runs on CHP, it leaves a signed, inspectable record like the one below.

The open protocol

Capability Host Protocol

The open standard the whole agency is built on: software declares what it can do, agents and systems discover and invoke it, and every call is governed and turned into tamper-evident evidence.

Explore & visit
Governed control plane · built in-house

Capability Gateway

The governed front door between the outside world and the mesh: every request becomes a single, narrow, policy-checked, append-only-audited capability invocation — and it powers this site’s own intake.

Explore
Governed execution for untrusted AI

Auxo Agent Harness

The runtime behind the study above: untrusted models do real work under policy, with signed, replayable evidence and no authority to act on their own.

Explore
Distributed capability compute

a2a.computer

The front-door to a governed capability mesh: describe the state you want, and it finds a capability path across machines, models, and storage — returning a verified result with evidence.

Explore & visit
Autonomous development swarm · built in-house

Headless Agents

Express intent as an issue on a Radicle repo; a governed agent swarm plans it, writes the code, verifies its own work, and opens a patch for a human to review.

Explore
Proposed web standard

capabilities.txt

A small, public convention — a machine-readable file declaring what an agent or service can do — with a live directory and validator.

Explore & visit
Color-intelligence platform

Unichrome

A color-intelligence practice: a measured color engine (grounded in a physical colorimeter), a palette and harmony system, and a content platform behind it.

Explore & visit
Color → music compilerInteractive

Chromaphone

A rule-governed audiovisual compiler: it turns a palette — five hex, a photo, or a live colorimeter scan — into an explained musical score through a traced, inspectable pipeline.

Explore
Evidenced · a real run
chp.adapters.local_llm.chatsigned · ed25519
inv_cceac8472056402e81a3ecc276d63deb · host local-chp-host
  1. execution_started
    b4704fe7be…8784bf
    #2688
  2. llm_request
    b519112daa…e89fc3
    #2689
  3. llm_response
    6472dcf99d…25ea67
    #2690
  4. execution_completed✓ success
    b0fcca823f…62aaaf
    #2691
Real evidence from a CHP host · sha-256 chained · unmodified
Commission

Need the research that doesn’t exist yet?

Bring us the question. We run it as a governed program and hand you the report — and the evidence behind it.

Commission a report