MAiFactory governed by the MAI-Meta Foundation

A factory floor for multi-AI work.

MAiFactory assembles specialized AI roles to design, build, validate and deploy work under the MAI-Meta Foundation — a constitution the agents have no standing to amend.

Most AI systems optimize for speed. The harder question is whether, six months later, the work remains attributable, governed and reconstructable.

Attributable

Not only the outcome — the path to it. Roles, evidence, disagreements, approvals, all still readable after the session ends.

Independently checked

Governance decisions require different provider families. No provider family validates its own work.

Recoverable

Unreliable work is marked inadmissible, its trace preserved, and rebuilt from clean authority.

MAiFactory The operating system for governed multi-AI work
  • Teams and specialist roles
  • Projects and work environments
  • Validation and deployment workflows
  • Evidence and recovery records
Governed by MAI-Meta Foundation Authority, constitutional rules and prohibitions

01 — The Factory in operation

Four roles, and the things each one may not do.

Select a role to see its prohibition

The prohibitions are the point — they make this a chain rather than four assistants working on the same folder. The Foundation defines the rules, MAiFactory executes them, and the proof cases show the resulting work.

The standing roles.

The chain runs once per package · these never stop

The four workflow roles complete and hand on. These do not complete. They run for as long as the Factory is running, and they share a single prohibition: they detect, and they do not repair.

S-01 · RECORD Recorder Keeps the audit log and the trust ledger, and raises any entry it believes is incorrect. May not

Correct the entry. The correction is directed to the role that recorded it, and revalidated before it stands.

S-02 · MONITOR Sentinel Scans, identifies and reports. Runs the monitoring and the circuit breakers. May not

Resolve what it found, or clear a condition it raised itself.

S-03 · ROUTE Orchestration Assistant Routes work between roles, and carries findings to the operator. May not

Add substance to what it routes, or gain interpretive authority by sitting between two roles.

S-04 · REVIEW Review Board Three directors drawn from three provider families, reviewing as a board. May not

Seat two directors from a single provider family.

S-05 · COUNSEL Advisor Serves the Principal. Counsel on request, and unprompted where it matters. May not

Direct the work, or clear it.

The correction route — fixed, not case by case

  DETECT              RAISE                 DECIDE            REPAIR             RE-CLEAR
  ──────              ─────                 ──────            ──────             ────────

  Recorder ─┐
            ├──▶  Orchestration  ──▶  Operator  ──▶  originating  ──▶  Validator  ──▶  commit
  Sentinel ─┘       Assistant            (Principal)         role                            / push

The role that finds a fault never fixes it, and the role that fixes it never clears it. Nothing reaches the repository without a fresh validation pass.

To date the Recorder has never found an incorrect entry — the Validator catches them first. A control that has not yet fired because an earlier control caught everything is defence in depth, not an idle role. Governance configuration is maintained by a Custodian, which operates on the Factory itself rather than on the work it produces, and so does not appear on a project team.

02 — How a Factory team works

A team, a work surface, and a record of everything on it.

Factory The governed environment · the team is the workforce
  • Governance and control structure
  • Team configuration
  • Records and evidence
  • Manufacturing → project repository clone (the production surface)
The Factory

An operator launches a Factory with a named team. Its work surface carries a manufacturing folder holding a git-protected repository — where the team specs, designs, validates, builds and tests.

The team

Four workflow roles form the chain; five standing roles run continuously alongside it. Both are set out in section 01. A team is that roster instantiated against one project — the roles are constant, the work surface is not.

Handoffs

Nothing moves on assertion. The next role reviews against the constitution and the evidence cited, and a rejection returns with a defect classification.

The record

Every approval binds to a versioned artifact and its content hash. Nothing is edited in place, and decisions are signed into a chain-verified trust ledger.

Repository custody

Every role reads the repository. One role writes to it. Nothing is committed until the Validator has cleared it — the Builder holds commit authority but not the decision to exercise it. Commits land on package completion, so commit granularity matches package granularity. Publication is a further authority the Principal exercises on his own timing: immediately after a patch, or once several packages have accumulated. Three roles, three moments — and the role that writes to the record is never the role that judged it fit to be written.

Halts

Ambiguity that matters stops the work and surfaces to the Principal. Failing closed is the default, not the exception.

Human control

The Principal can halt, redirect or override at any point — carrying each handoff personally, confirming proposed actions, or setting the constraints an autonomous run executes inside.

The roster is expanding beyond engineering into UX design, marketing and PR and further advisory roles, each bound to the same constitution on the way in. Adding a role never touches the Foundation.

03 — What governs the Factory

The MAI-Meta Foundation.

A constitution, not a configuration file

The Foundation holds the law: what may be done, by whom, and how compliance is proven. MAiFactory holds the work: the team, the project, the repository. Agents reside in the Factory and cannot amend the law they operate under.

04 — Operating modes

The same law, with and without a human in the loop.

Factory-DEV · Manned

Human-orchestrated

The Principal carries every message and authorizes every transition. The reference implementation: if the law cannot be executed by hand, it cannot be automated honestly.

Factory-UM · Unmanned

Software-orchestrated

A governance-aware orchestrator routes work through the same chain, enforces separation of duties, checks provider-family independence, and signs every decision into an HMAC-chained ledger.

  • Observation Recommends only. Nothing executes.
  • Supervised Proposed actions wait for confirmation.
  • Autonomous Executes inside constitutional constraints, logged end to end.
Today

One team takes a project end to end inside its Factory.

Ahead

The automated development factory: orchestration, not the operator, carries the work between roles.

MAiFactory is the operating system. The MAI-Meta Foundation is its constitutional authority.

Or write directly — dennis@maiframeworks.com