AI infrastructure, outside the data center

Give your team AI infrastructure
they can carry.

In plain terms: outfra builds local-AI hardware — the best machine for your budget and use-case, designed by agents.

outfra designs portable workstations that run local AI agents on-device — issue one instead of a laptop. CAD, bill of materials, thermal simulation, and a buildable kit, generated and validated by agents. Set the four dials; the system resolves in real time.

System / field-llm-briefcase ✓ IN BUDGET 48 / 60 W
BATTERY ZONE peak 44°C / cap 60°C COMPUTE ZONE peak 71°C / cap 85°C SoC INTAKE / COOLING peak 38°C / cap 50°C 440 mm 90 mm
Power draw
48/60 W
Peak thermal
71/85 °C
Throughput
22tok/s
№ 001 / ASSEMBLED

Reference instance № 001

A briefcase that is a complete AI workstation. Generated end-to-end by the outfra factory.

LAYER 1 / INTERFACE

Display and keyboard stow in the lid

16″ matte panel and a mechanical keyboard, packed for transit, ready at a desk.

LAYER 2 / THREE ZONES

Compute, battery, charger — thermally isolated

Heat never crosses into the cells. Exhaust exits the right side, never your lap. Validated at 75 W sustained.

LAYER 3 / THE PROOF

Every part carries its rationale

The BOM, the CAD, the thermal sim — all generated from a profile, all interrogatable, all regeneratable.

SCROLL ↓ THE AGENT DESIGNS IN FAST-FORWARD
STAGE 01 / 05

You asked for a field LLM node.

The agent reads the spec into hard constraints before touching geometry — every later decision traces back to these four numbers.

Workload
7B INT8
Power budget
60 W
Form factor
440×330×90
Environment
Field IP54
STAGE 02 / 05

Constraints resolved.

Thermal headroom, power envelope, and memory bandwidth are solved simultaneously — the cross-domain reasoning most teams don't have an engineer for.

Thermal headroom
0°C
Power margin
0W
Mem bandwidth
0GB/s
Noise @ 1m
0dBA
STAGE 03 / 05

Layout & CAD.

The constraint solver places three thermal zones, routes airflow bottom-to-top, and emits parametric CAD (CadQuery → STEP / STL). Hover a part below to locate it.

↑ the cutaway in the hero is the live layout — it re-resolves with every dial change
STAGE 04 / 05

Bill of materials — with rationale.

Every line carries the agent's reasoning. This is the difference between a parts list and a defensible design.

STAGE 05 / 05

Validated.

Thermal simulation and operating-mode envelopes confirm the system holds under burst and sustained load — before a single part is ordered.

Thermal sim · steady state
Compute
71 / 85°C
Battery
44 / 60°C
Intake
38 / 50°C
Operating modes · power envelope
Burst
60 W
Sustained
42 W
Idle
9 W
FROM SPEC TO BUILDABLE SYSTEM · ~9 MIN OF AGENT TIME
Three surfaces, one product

Go deeper

/briefcase

The first system, fully explored

Interactive 3D assembly, every subsystem, every part — the proof you can rotate, take apart, and read.

Configure the briefcase → /research

Why edge, why now

Tier-1 research on the edge-inference bottleneck the factory exists to remove — the thesis behind the machine.

Request the thesis → /build

Order the kit

BOM, build guide, and a request-a-run for your own use-case. From validated design to a box on your bench.

Request a build →
Bring your use-case

What should the next system be?

Hand the factory a workload, a power budget, and an environment. Get back a complete, validated, buildable edge system.

Configure a system → Talk to the factory
Request access → Log in

Alpha is invite-only right now. Requesting access joins the waitlist — we email you when a spot opens.