Independent AI Systems Studio · UK

OMNIFORGE

AI systems that do expert work — shipped.

Independent architect designing multi-agent AI systems that research, build, adversarially verify, and ship real products.

01 · Capability

What I do

Four practice areas, one operating principle: systems that are verified before they are trusted.

AI Systems & Agent Orchestration

Multi-agent swarms, model routing across vendors, verification pipelines, and memory systems that let agents accumulate context safely over months of operation.

Trading Systems

Research and engineering of systematic trading infrastructure: data pipelines, backtest harnesses, execution plumbing, risk controls.

Engineering only. No performance promises. No investment advice.

Legal-Tech Tooling

Decision-support tools grounded in primary UK law, with citation-verified pipelines that check every authority against live legislation before it is used.

Consulting

Fixed-scope engagements: architecture reviews, agent-stack builds, and automation audits. Defined deliverable, defined price, defined end date.

02 · Method

How the work gets done

Not one model answering a prompt — a supervised production line.

STEP 01

Orchestrator + specialist swarm

An orchestrating agent decomposes the problem and dispatches specialist agents — research, drafting, engineering — each on the cheapest model capable of the job.

STEP 02

Independent adversarial audit

Separate audit agents — different models, different context — attack the output: factual claims, citations, edge cases, failure modes.

STEP 03

Human judgment gate

Nothing ships on machine consensus alone. A human reviews the audited output, resolves disputes, and takes editorial responsibility.

STEP 04

Ship

Corrected, verified, and released — as a product, a codebase, or a report. In public, with a paper trail.

Every deliverable is attacked by independent audit agents before it ships.
03 · Case study

Zitanvault

Shipped in one night

Three UK legal self-help products — written, adversarially audited against live legislation, corrected, and launched in a single night by an orchestrated AI swarm under human editorial control.

zitanvault.gumroad.com →
verification before assertion cheapest capable model for the job human judgment at the gate ship in public
04 · Contact

Have a system that should exist?

Fixed-scope consulting engagements and product collaborations. One email, a short scoping call, a written proposal.

Zitanvault@proton.me