Skip to content
ALIA Labs
ALIA Labs

Difficult problems.Built solutions.

When the software or the physical system does not exist, the systems do not connect, or the existing vendors cannot solve the requirement, ALIA Labs engineers the solution from investigation through deployment.

One requirement. One accountable engineering team.

Start with an assessmentSee the work

10 business days, $7,500, written engineering judgment. Or send the problem directly

Have a formal requirement? Send an RFP

ALIA Measured ResultsOwn hardware Reproducible on request

Six proof points. Every figure measured, none projected. Recorded on ALIA hardware, June to July 2026.

See the evidence

Compute

671Bparameters
Language model served on a single consumer GPU.

Software analysis

57ms
7,375 files scanned for source, binary and dependency findings.

Reproducibility

Bit-exact
Identical training weights across different GPU architectures.

Compilers

CUDAfrom math
Fused GPU kernels generated from mathematical specifications.

Systems

1binary
Hardware-level GPU monitoring with no runtime dependencies.

Open source

7repositories
Public repositories anyone can read and run.

01Selected work

What we have built, and what you can hire us for.

Three entries, each with the problem it started from, the measured result it produced, and the service line it demonstrates.

Entry 01Internal engineering

671Bparameters

Running on one consumer GPU: a single RTX 5090.

Problem
Run language models far larger than available GPU memory on consumer workstation hardware.
Engineering
A from-scratch CUDA C++ inference runtime, built rather than assembled from existing serving stacks.
Result
A 671B-parameter model runs on a single RTX 5090, and a 397B-parameter model runs across two consumer GPUs at 23.3 tokens per second with its active expert set fully resident.

Hire us for

Data and applied AI. Models and inference running on hardware you own, inside your building, with nothing sent to a third party.

What this service covers
View the project
Entry 02Open source

Bit-exacttraining

Deterministic across GPU architectures.

Problem
The same training run produces different weights on different GPU architectures, which breaks reproducibility and auditability.
Engineering
Bit-exact deterministic training tooling released as open source (Carbon).
Result
Same seed, different GPU, identical weights.

Hire us for

Custom engineering and development. Systems built to a standard of correctness that can be audited and reproduced, where the usual answer is that it cannot be done.

What this service covers
View on GitHub
Entry 03Internal engineering

57 msfull scan

7,375 files scanned in a single pass.

Problem
Assess source code, binaries and dependency chains for security findings without shipping data to a third party.
Engineering
An internally built scanner that runs as a single static binary with 66 validated detection rules across more than twenty languages.
Result
A 7,375-file repository scanned in 57 milliseconds, covering source findings, packed binaries and dependency CVEs in one pass.

Hire us for

Cybersecurity and technical assurance. Source, binary and dependency assessment that runs inside your perimeter, with no code leaving it.

What this service covers
More internal engineering

None of this is what you came here to buy.

It is the evidence that we can build difficult things. What we actually sell is fifteen service lines, from custom engineering and systems integration through to product and manufacturing engineering, audits, optimization and security. If you are not sure which one your problem belongs to, that is what the assessment is for.

See all servicesStart with an assessment
Everything we have built What we can engineer

02Situations

You probably found us because something is stuck.

  • 01

    The software does not exist

    The requirement does not fit any product on the market.

  • 02

    The systems do not talk

    Operations depend on spreadsheets, manual reconciliation, and people moving information between systems.

  • 03

    The vendor said no

    A supplier discontinued the component, cannot support the integration, or will not build the exception.

  • 04

    The project is failing

    The architecture is wrong, delivery has stalled, or nobody owns the complete technical outcome.

  • 05

    The numbers do not work

    Scheduling, routing, capacity or allocation has become a constraint problem your current tools cannot model.

  • 06

    You need an answer before spending

    The project requires serious capital and the technical thesis has to be validated or killed first.

If one of these is familiar, the first step is small: a ten-day assessment at a fixed price, ending in a written engineering judgment that is yours whether or not you build with us.

Start with an assessmentSend the problem directly

No specification required. Describe the requirement as it exists today.

03Who we work with

Two kinds of customer, and we are honest about both.

We are not a web agency and we are not an IT provider. Everything below is work where the engineering is the hard part.

A

Operations that run on physical things

Machines, materials, vehicles, plant and the software that should be holding them together.

  • Machine shops and small manufacturers with no live picture of their own floor
  • Fabricators losing money to material waste and untracked offcuts
  • Job shops scheduling high-mix work on whiteboards and spreadsheets
  • Field-service and equipment fleets whose day falls apart by ten in the morning
  • Plants running equipment the manufacturer stopped supporting years ago
  • Contractors whose expensive reusable assets disappear between projects

The software sold to you assumes a company ten times your size, or it assumes constraints you do not have and ignores the ones you do.

What we build for operations
B

Systems that have to exist and do not

Requirements where the answer is engineering, because no product covers it and no vendor will build it.

  • Organizations that cannot send data outside their own building
  • Environments that are offline, air-gapped or intermittently connected
  • Integrators and primes needing a component built or a capable subcontractor
  • Teams that need supply-chain, firmware or backup integrity they can verify themselves
  • Manufacturers putting a software and systems layer around a physical product
  • Anyone with a technical thesis that must be validated before capital is committed

The requirement is real, the market has no answer for it, and the vendors you have asked have all said no.

What we can engineer

If you recognise your situation in either column, the first step is the same and it is deliberately small. A ten-business-day assessment, at a fixed price agreed before anything starts, ending in a written engineering judgment you keep either way.

How the engineering assessment works

04Accountability

One requirement. One accountable outcome.

Complex projects fail at the interfaces. The software company blames the integrator. The integrator blames the equipment vendor. The equipment vendor points back at the specification. ALIA Labs takes responsibility for the complete technical requirement. We coordinate the software, engineering, suppliers, specialists, integration, testing and deployment required to make it work.

Your requirement

ALIA Labs
  • Software
  • Engineering
  • Suppliers
  • Specialists
  • Fabrication
  • Integration
  • Testing
  • Deployment

Working result

How ALIA delivers

05Capability

We start with what has to work.

The requirement determines the disciplines. You do not need to decide which department your problem belongs to.

See what you can hire us for
01SoftwarePlatforms, APIs and data-intensive systems02SystemsArchitecture across tools, vendors and departments03AutomationManual processes made fast and repeatable04OptimizationScheduling, routing and allocation under constraints05InfrastructureGPU, compute and performance engineering06HardwareEmbedded, electronics, controls and instrumentation07DataExtraction, classification and decision support08Applied R&DFeasibility established before capital is committed
Building nextGhostState SequenceAnvil KerfSee the engineering pipeline

Each project carries its true status, and customer interest moves it up the queue.

What is not working?

Send us the requirement, failed process, specification, drawing, procurement document or description of what is stuck. If you would rather establish whether it can be built before committing to anything, start with the ten-business-day assessment. You do not need to know the solution. That is our job.

Start with an assessmentSubmit the problem

Formal procurement process? Send an RFP

Every submission is reviewed before we decide whether ALIA is the right engineering team for it.