problem lab

sovereign by default · deterministic by design

/01 · engagements

two engagements. one engineering standard.

same ruthless determinism. before the build, or inside live production.

// 01 · stress-test

pressure-test before the capital.

Bring us the plan. We pull apart the technical, operational and economic assumptions and test them against how the market actually behaves.

  • A plain-language go / no-go you can act on.
  • Every assumption tested. Nothing waved through.
  • Risks rated and ranked, before the burn starts.
  • You find out it's wrong before the burn.
send us the thesis
// 01
// 02 · production

AI for data that can't leave the building.

For teams who can't put their data into frontier models. We build deterministic systems on local models, inside your perimeter.

  • Runs inside your perimeter. Nothing leaves it.
  • Local models: your data never touches an API.
  • The capability of frontier AI, without the risk.
  • From day one: Owned, auditable, no black box.
scope a build
// 02
engagements · sealed
/01 · engagements

two engagements.
same determinism.
one engineering standard.

// 01 · stress-test
pressure-test before the capital.

Bring us the plan. We pull apart the technical, operational and economic assumptions and test them against how the market actually behaves.

tap
// 01 · what you get
  • A plain-language go / no-go your board can act on.
  • Every assumption tested. Nothing waved through.
  • Risks rated and ranked, before the burn starts.
  • You find out it's wrong before the burn.
send us the thesis
// 02 · production
AI for data that can't leave the building.

For teams who can't put their data into frontier models. We build deterministic systems with local models, inside your perimeter.

tap
// 02 · what you get
  • Runs inside your perimeter. Nothing leaves it.
  • Local models, data never touches a frontier API.
  • Frontier capability, without the exposure.
  • Yours from day one. Owned, auditable, no black box.
scope a build
/02 · methodology

how every answer is built, and bounded.

plotting · 0%
SYS.01 // WORKFLOW
IC-01 · 3-TIER

king · orchestrator · subjects

Intent flows down schema contracts; validated payloads flow back.

KING
Routes intent. Never generates.
ORCHESTR.
Decomposes work. Enforces schema.
SUBJECTS
Executes one schema-validated task.
SCHEMA GATE
SYS.02 // BOUNDARIES
IC-02 · GATE

schema contracts.

Every tier hand-off is a schema gate. No tier proceeds without validation.

IN/OUTPUT
Structural constraints enforced.
REJECTION
Invalid structures rejected, never coerced.
HANDOVER
SYS.03 // DELIVERY
IC-03 · OWNED

handover discipline.

Yours from minute one. Not a black box. Your team owns the system.

REPOSITORY
Code, IaC, schema registry.
PASSES
Live walk-throughs, never described.
/02 · methodology

the system, drawn in full.

SYS.01 // WORKFLOW
detail

king · orchestrator · subjects

Intent flows down schema contracts; validated payloads flow back.

KINGRoutes intent. Never generates.
ORCHESTR.Decomposes, enforces schema.
SUBJECTSExecutes one schema task.
SYS.02 // BOUNDARIES
detail

schema contracts.

Every tier hand-off is a schema gate.
No tier proceeds without validation.

IN/OUTPUTStructural constraints enforced.
REJECTIONInvalid structures rejected, never coerced.
SYS.03 // DELIVERY
detail

handover discipline.

Yours from minute one. Not a black box.
Your team owns the system.

REPOSITORYCode, IaC, schema registry.
PASSESLive walk-throughs, never described.
/03 work
/01·

theDL

↳explore
/04 · field notes

deterministic v's stochastic

An audit asks one question, repeatedly: can you prove this answer? Stochastic systems cannot. Same prompt, two outputs. By design. Inside a regulated perimeter, that is not a feature, it is a fault.

A model that translates is auditable.
A model that generates is a defendant.

We build with the model bounded by architecture, not policy. Schema validates the output before it leaves the perimeter. Citations chain to source documents that exist. Hallucination is impossible by construction, not discouraged by prompt.

This is the reason theDL can index £25T of public spend without a disclaimer. The reason sortit can call out fake lossless audio without "best-effort" hedging. The reason a regulated client can hand the system to their auditor on day one and walk through every answer it has ever produced.