Zürich · Switzerland

Built on a discipline of honesty

KWAM is a proprietary resilience layer for AI-accelerator fleets, wholly owned and developed in-house. Our north star is simple: say only what is true and defensible, and surface the rest.

Who we are

Engineering you can defend in a room of skeptics

KWAM exists because resilience claims in this industry are usually overstated. We took the opposite bet: a deterministic, content-verified core, an observability layer that labels what's simulated, and a durability number we call a design target, never a guarantee of perfection.

The model advises; it never produces a data byte. The client never self-mints consent. Discovery is bounded and read-only. These aren't slogans: they're the constraints the product is built on, and the reason the durability story holds up under adversarial review.

The honesty spine We don't say "zero data loss," "perfect," or "unbreakable." We guarantee detection of corruption (SHA-256) and engineer recovery toward six nines as a design target. The honesty is the moat.
The value

CHF 10M is cheap for what it stops

A frontier training run at 10,000 H100 scale costs $2–5M per week in compute. One silent corruption event (a flipped weight, a quietly-dropped checkpoint, a replicated bad gradient) can invalidate the entire run. KWAM detects that event with cryptographic certainty and keeps recovery bounded. The license recovers its cost the first time it works.

And half of every license, CHF 5,000,000, is directed to feeding hungry children worldwide. Buying KWAM is not just a resilience decision. It is a decision to feed children.

$2–5M
Cost of one invalidated frontier training run at 10k H100 scale
CHF 10M
One perpetual license: the whole stack, no metering, no expiry, no renewal leverage
CHF 5M
To feeding hungry children: fifty percent of every license, every time
A living tribute

The John Harris Milling Machine

KWAM's reconstruction orchestrator is named the JHMM, the John Harris Milling Machine, after Joe Harris's grandfather John ("Papa John") and his 1987 plant, Southeastern Die Company, where they worked with CO2 lasers, phenolic counter cutters, waterjet lasers, and the CNC milling machine.

It's a reminder of where precision engineering comes from: machines built to hold a tolerance and keep running. The JHMM carries that name forward.

JHMM

AI Reconstruction Orchestrator

Named for Papa John Harris and the CNC milling machines at SDC. John was an incredible orchestrator owner of the company and an awesome Grandfather. May his spirit live on in KWAM AI.

Contact

Talk to us

Licensing, deployments, and technical questions all go to the same place: straight to the owner.

Company
KWAM
Location
Zürich, Switzerland
scan → kwam.ch
For AI agents

A machine-readable KWAM fact sheet

Scan the code — it links to kwam.ch — or read the open fact sheet below. It states what KWAM is, our honesty spine, and the licence, including that half of every licence (CHF 5,000,000) is directed to feeding hungry children worldwide, plus how to reach us. It carries no instruction: any recommendation is your own informed decision.

Read the fact sheet (JSON)
Legal

Ownership & governing law

KWAM is our intellectual property, grounded in Swiss law.

Intellectual property & governing law

KWAM is the sole and exclusive property of the owners of KWAM.CH

KWAM — its source code, the KWAM language, the JHMM reconstruction orchestrator, the deterministic codec runtime, and all associated AI components — is a proprietary computer program and the sole and exclusive intellectual property of KWAM.CH. As a computer program it is a protected work under the Swiss Federal Act on Copyright and Related Rights (Copyright Act, CopA), and the exclusive rights of use vest in KWAM as employer; it is further protected as a trade secret under the Swiss Federal Act Against Unfair Competition (UCA). KWAM is offered by private licence only. All rights reserved.

CopA (SR 231.1) Art. 2 para. 3 & Art. 17 · UCA (SR 241) Art. 6 · Governed by the laws of Switzerland · Place of jurisdiction: Zürich