D33 AI / FORWARD-DEPLOYED ENGINEERINGCARLSBAD, CA / WORKING EVERYWHERE

Frontier technology.
Real-world systems.

Forward-deployed engineers bringing frontier technology across sectors.

AI integration. Custom software. Digital twins. We work inside the problem, connecting intelligence with the systems that move your world.

COMPUTATIONAL FIELD / 001
FLUID INTELLIGENCE
AI & TECHNOLOGY CONSULTING

Finance. Infrastructure. The physical world.

MOVE TO EXPLORE
Artificial intelligenceFinanceReal estateSimulation & CADFrontier R&D
01 / ENGINEERING IN CONTEXTFEATURED CASE / DIGITAL INFRASTRUCTURE
D33 SENTINEL

Intelligence.
Inside the cooling loop.

A data center is one connected physical system. Its intelligence should be, too.

Connecting coolant behavior, power demand, and a 3D operating model to explore what changes next.
D33 Sentinel digital twin research environment showing server racks, coolant circulation, and thermal behavior
SENTINEL / DIGITAL TRIPLETInfrastructure research
PHYSICAL SYSTEM · DIGITAL MODEL · DECISION SUPPORT
THE CHALLENGE

A cooling decision
is a compute decision.

Load shifts and cooling disruptions can propagate across a facility. The research question: how can operators see those interactions early enough to evaluate a response?

THE APPROACH

Connect the physical
and the possible.

Bring sensor-ready inputs, 3D simulation, and AI-assisted scenario analysis into a digital triplet that makes power and cooling tradeoffs easier to investigate.

DESIGNED TO SUPPORT

Better visibility.
More informed action.

Compare operating scenarios, inspect thermal constraints, and explore interventions before applying them to a physical environment.

EXPLORE THE OPERATING ENVELOPE

Change a condition.
See the relationship.

ILLUSTRATIVE WATER-LOOP MODEL
Within demo limit
Calculated return temperature24.0°C
14°CDEMO LIMIT 35°C56°C
Loop temperature rise6.0°C
Margin to demo limit11.0°C

At this load and flow, the simplified loop remains below the illustrative return-temperature limit.

Model assumptions

Steady-state heat balance: temperature rise = heat load ÷ (mass flow × specific heat). Water specific heat is held at 4.18 kJ/(kg·K). The 35°C return limit is selected for this demonstration. This simplified illustration excludes transients, losses, heat-exchanger performance, and equipment controls; it is not a facility operating recommendation.

3D DIGITAL TWINSTHERMAL SCENARIOSCOOLANT & POWERAI-ASSISTED OPTIMIZATION
02 / INTELLIGENCE PLATFORMSFINANCIAL SERVICES / REAL ESTATE

The whole decision.
Not just the dashboard.

Connect source information, analytical models, and the decisions they support. Explore three distinct platform workflows below.

ATLAS REInvestment workspace
INTERACTIVE DEMO / SAMPLE INPUTS
REAL ESTATE INVESTMENT INTELLIGENCE

A connected view of the asset.

Organize offering materials, normalize assumptions, and evaluate financing and valuation scenarios in one analytical workflow. Make the drivers of an investment decision easier to inspect and discuss.

Document intelligenceUnderwritingSensitivity analysisInvestment reporting
SELECTED RESEARCH / SLABLABCOMPUTATIONAL FLUID DYNAMICS
SlabLab wave-pool simulation showing a turquoise barrel forming in front of the generator wall
D33 / SLABLAB RESEARCHSIMULATION STUDY
EXPLORING THE SHAPE OF A WAVE01 / 03
FLUID DYNAMICS / 3D SIMULATION / R&D

Engineering a better wave.

SlabLab connects interactive 3D wave studies with high-fidelity fluid dynamics. Explore reef geometry, generation timing, and pool concepts, then investigate the questions that demand deeper numerical analysis.

DESIGN

Pool layouts & reef geometry

SIMULATE

VOF & SPH fluid dynamics

ITERATE

Generation timing & wave form

03 / CROSS-SECTOR PERSPECTIVETHE DISCIPLINES CHANGE. THE RIGOR STAYS.

Built for complexity.
Across industries.

We bring a common engineering approach to very different environments, then adapt the tools to the problem in front of us.

01CAPITAL

Finance & investments

Research systems, financial modeling, due diligence, portfolio workflows, and tools for interpreting complex information.

Research · Underwriting · Portfolio intelligence
02PROPERTY

Real estate & development

Connect property information, underwriting, development scenarios, and spatial models to support investment and planning.

Asset platforms · Feasibility · 3D visualization
03INFRASTRUCTURE

Data centers & energy

Explore thermal behavior, coolant circulation, power allocation, and operational scenarios through connected digital models.

Digital twins · Thermal studies · Optimization
04PHYSICS

Fluid dynamics & wave pools

Investigate wave generation, reef geometry, and fluid behavior with interactive design studies and CFD workflows.

VOF / SPH · Wave studies · Simulation
05ENGINEERING

CAD & physical systems

Develop conceptual geometry and interactive 3D environments that help teams understand designs, constraints, and system behavior.

Concept CAD · Digital prototyping · Visualization
06INTELLIGENCE

AI teams & frontier labs

Translate emerging capabilities into practical experiments, model evaluations, custom applications, and collaborative R&D.

AI integration · Evaluation · Applied research
04 / HOW WE CAN HELP

From a hard
question to a
working system.

Strategic context. Technical depth. Hands-on delivery. Engage us around a focused problem, a new platform, or an ongoing engineering partnership.

Discuss your project
01AI strategy & integration

Identify where intelligence can improve a workflow, then connect models with the information and tools the team already uses.

Workflow assessmentKnowledge & retrieval systemsAgent-assisted automationEvaluation plans
02Custom software & platforms

Design and build purpose-built applications around your operating model, from analytical workspaces to internal business systems.

Product & interface designFull-stack applicationsData connectionsOperational workflows
033D simulation & digital twins

Make a physical system visible and interactive. Connect conceptual geometry, sensor-ready data, and scenario models in a shared environment.

Interactive 3D environmentsDigital twins & tripletsCFD workflowsConcept CAD
04Optimization & decision systems

Make the tradeoffs explicit. Build models and tools to evaluate resource allocation, operational constraints, and competing objectives.

Scenario analysisConstraint modelingSensitivity studiesDecision-support interfaces
05Frontier research & prototyping

Investigate an emerging capability with a concrete use case. Develop a prototype, test the assumptions, and document what the evidence supports.

Model evaluationExperimental applicationsResearch partnershipsTechnical feasibility
05 / RESEARCH & COLLABORATIONEXPLORATION IS PART OF THE WORK.

The frontier
is a practice.

New models. New methods. New combinations. We explore what emerging technology can do, then test where it can make a meaningful difference.

Explore a research collaboration
01

Frontier AI lab collaboration

Engagements with research teams to evaluate emerging models, prototype new workflows, and test ideas against practical questions.

02

Simulation meets intelligence

Explore how physical models, learning systems, and real-world observations can inform one another.

03

Optimization across disciplines

Study the tradeoffs between performance, resources, and constraints, from financial systems to fluid behavior.

06 / HOW WE WORK

Discover.
Design.
Deploy.

Embedded in the problem.
Accountable to the outcome.

We work with your operators, analysts, and technical teams to understand the actual constraint. Strategy, engineering, and iteration stay connected throughout the engagement.

01 — DISCOVER

Find the real problem.

Understand your people, data, constraints, and goals. Agree on what success looks like before choosing the technology.

02 — DESIGN

Make it tangible.

Prototype the experience, connect the necessary systems, and evaluate the assumptions with you.

03 — DEPLOY

Build for the real world.

Validate, document, and put the system to work. Make ownership and ongoing improvement part of the plan.

07 / START SOMETHING

What are you
thinking about?

A complex challenge. An ambitious idea. Something that should work better.
We’d like to hear it.

BASED IN CARLSBAD, CALIFORNIA.
BUILT FOR POSSIBILITIES EVERYWHERE.

Opens a draft in your email app. Nothing is sent until you send it.