APPLIED AI SYSTEMS LAB / CONTROL PLANE

AI systems for decisions that matter.

We build AI systems where every answer must trace to a source and every action must have an owner.

For consequential decisions where plausible is not enough.

FLOW 01 / DECISION SYSTEM DATA IN MOTION
ACTIVE LAYER / AGENTS

Specialist agents work in parallel against shared evidence—not shared guesses.

LAB SNAPSHOT / AUG 2026

10 systems in operation or active R&D · 870+ automated test files · 78 versioned database migrations · 23 architecture decision records · 800+ commits since April 2026

HOW THE SYSTEM HOLDS TOGETHER

The model will change. The system still has to work.

Sources, saved state, retrieval and approval keep answers traceable and unsafe actions blocked.

Explore the architecture
  1. 01SourcesCONTRACT
  2. 02Evidence DBPERSIST
  3. 03Hybrid RAGRETRIEVE
  4. 04Specialist agentsREASON
  5. 05Independent reviewCHALLENGE
  6. 06Decision boundaryAUTHORIZE

DIGITAL TEAM / SIX MANDATES

Six roles, so no agent checks its own work.

Six software roles share records and challenge one another.

ANNA, fictional digital-agent interface
The Organizer

ANNA

Coordination & Operations

SIMON, fictional digital-agent interface
The Strategist

SIMON

Research Strategy

STEVE, fictional digital-agent interface
The Architect

STEVE

Product & Systems Architecture

ATHENA, fictional digital-agent interface
The Keeper

ATHENA

Knowledge & Data Architecture

GIL, fictional digital-agent interface
The Defender

GIL

Reliability & Security

ERIC, fictional digital-agent interface
The Catalyst

ERIC

Strategic Challenge

Open the interactive digital team →

THE ORIGIN

It started in one office.

This is where research met software — close to real work.

PRIVATE INTAKE / FIRST-PARTY CHANNEL

Bring a real decision problem.

Describe the decision, available information and actions the system must never take alone.

PRIVATE INTAKEFIRST-PARTY MESSAGE ROUTE

PRIVATE REVIEW

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