AI Factory™
AI Factory runs every change through a Prime Builder and a Loyal Opposition – two independent AI roles that build and adversarially review each other's work – before a deterministic gate and a human make the final call.
Building a governed agent system means one model produces a change and a human reviews every one for correctness and safety – or, worse, nothing ships on more than a single model's say-so.
Every change is built by a Prime Builder and adversarially reviewed by an independent Loyal Opposition before a human signs off – so nothing ships on one model's judgement alone, and the human reviews a decision, not a blank page.
AI Factory is how the stack builds more of itself safely: governed systems generated and checked under the same identities and audit trail everything else uses.
The idea is simple and the discipline is the point: no change is trusted on one model's word. A builder proposes, an opponent tries to break it, a deterministic gate decides, and a human has the last word.
Prime Builder
Produces the change – the artefact under review – bound by a versioned role constitution that says what "good" means for this task.
Loyal Opposition
An independent reviewer whose job is to find what's wrong: correctness, safety, and adherence to the same constitution, argued explicitly.
Deterministic arbitration
A pure, non-LLM gate arbitrates the two into one outcome – GO, REVISE, NO‑GO, or HUMAN‑ESCALATED. Same inputs, same decision, every time.
The final gate
A human makes the call the machine escalated – reviewing an argued recommendation and its dissent, not an unexamined diff.
The gate is deterministic and pure – no model in the arbitration path – so the same builder output and the same review always produce the same decision. That's what makes the record trustworthy.
Watch a real build–review–gate cycle run
A recorded Prime Builder / Loyal Opposition campaign, arbitrated by the deterministic gate — start to finish.
~1.9 MB · loads on tapPrefer a guided version? Walk through it in presenter mode →
prime_builder → change: add rate-limit to /mint
loyal_opposition→ MAJOR: no test for the burst case
recommended_decision: REVISE
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gate (deterministic) → REVISE
handoff: VAID-signed, on the audit chain
human: reviews the dissent, not a blank diff Two independent AI roles, one deterministic gate, a human at the end – every step signed and on the record.
SYNTHERA is the trust layer for multi-agent systems: every agent gets a verifiable identity, scoped authority and a tamper-evident record, so software from different teams, vendors and frameworks can act on each other’s behalf without custom glue between every pair.