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<!doctype html>
<html lang="en">
<head>
<script>document.documentElement.className+=" js"</script>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<title>About | Diffuse Systems</title>
<meta name="description" content="Infrastructure for running language models on hardware you already control.">
<link rel="icon" type="image/png" href="assets/mark.png">
<link rel="stylesheet" href="assets/site.css">
</head>
<body>
<div class="ground" aria-hidden="true"><canvas></canvas></div>
<div class="grain" aria-hidden="true"></div>
<nav class="nav">
<div class="nav__inner">
<a class="nav__brand" href="/">
<img src="assets/mark.png" alt="">
<span>Diffuse Systems</span>
</a>
<div class="nav__links">
<a href="/">Home</a>
<a href="about.html" aria-current="page">About</a>
<a href="https://docs.diffuse-systems.com">Docs</a>
<a href="why.html">Why Diffuse</a>
<a href="download.html">Download</a>
<a href="contact.html">Contact</a>
</div>
</div>
</nav>
<main class="page">
<div class="shell">
<div class="page__head reveal">
<p class="eyebrow">About</p>
<h1>Software for people who <em>cannot send it away</em></h1>
<p class="page__lede">
We build infrastructure for running language models on hardware an
organisation already controls.
</p>
</div>
<div class="grid3">
<article class="panel reveal">
<p class="panel__k">Where it started</p>
<p class="stat">2024</p>
<h3>An open experiment</h3>
<p>
A peer-to-peer network that split a model across whoever was online,
so nobody held the whole conversation. Still maintained, still free,
and the wrong answer for a hospital.
</p>
</article>
<article class="panel panel--blue reveal" data-delay="90">
<p class="panel__k">What changed it</p>
<p class="stat">Letters</p>
<h3>From people with racks</h3>
<p>
They were not looking for a network of strangers. They had their own
machines, their own regulator, and a legal department that had already
said no to the obvious option.
</p>
</article>
<article class="panel panel--warm reveal" data-delay="180">
<p class="panel__k">What they needed</p>
<p class="stat">Proof</p>
<h3>Identity and a trail</h3>
<p>
The same distributed inference, plus an identity system, an audit
trail, and somebody to call when it breaks at three in the morning.
</p>
</article>
</div>
<div class="grid2">
<article class="panel reveal">
<p class="panel__k">Principle</p>
<h3>Refuse rather than degrade</h3>
<p>
A placement that will not fit is refused with the arithmetic and
something to do about each term. There is deliberately no flag that
overrides a safety check, because a flag like that gets used in
exactly the situation it exists to prevent.
</p>
</article>
<article class="panel panel--blue reveal" data-delay="80">
<p class="panel__k">Principle</p>
<h3>A message is part of the product</h3>
<p>
An operator meeting a refusal at three in the morning should be told
what is wrong, in numbers, and what to do instead. Most of the work in
this product is that, and it is not decoration.
</p>
</article>
<article class="panel panel--warm reveal" data-delay="160">
<p class="panel__k">Principle</p>
<h3>Nothing calls home</h3>
<p>
No activation, no licence heartbeat, no telemetry, no font from a
content delivery network. Not a concession to air-gapped sites: a
product that phones a vendor to confirm you may use it is the thing
our customers are trying to escape.
</p>
</article>
<article class="panel reveal" data-delay="240">
<p class="panel__k">Principle</p>
<h3>Say what is not mitigated</h3>
<p>
Our threat model has a section on what we do not claim, and it is the
section worth reading. Anybody can list defences.
</p>
</article>
</div>
<div class="prose reveal">
<h2>Where we are</h2>
<p>
German-speaking Europe first, because that is where the regulatory
pressure and the installed hardware coincide: universities with teaching
labs, clinics under medical confidentiality, public administrations, and
companies whose data cannot go to a third party.
</p>
<div class="note">
<p>
Diffuse Enterprise is commercial software under a proprietary licence.
Diffuse Open remains AGPL-3.0 and is not going anywhere.
</p>
</div>
<p>
Trials are thirty days on three machines, running the same software a
paying customer runs. If you found a security issue, tell us before you
tell anyone else.
</p>
<p>
<a class="link" href="contact.html">Talk to us <span class="btn__arrow">→</span></a>
</p>
</div>
</div>
</main>
<footer class="foot">
<div class="shell">
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<span class="mark mark--lg"><img src="assets/mark.png" alt="Diffuse Systems"></span>
<div>
<p style="color:var(--text);font-family:'RC',sans-serif;font-weight:700;letter-spacing:.02em;text-transform:uppercase;margin:0">Diffuse Systems</p>
<p>Run, fine-tune and distil language models on the machines you already own.</p>
</div>
</div>
<div>
<h4>Product</h4>
<a href="https://docs.diffuse-systems.com/enterprise/introduction">Introduction</a>
<a href="https://docs.diffuse-systems.com/enterprise/model-support">Model support</a>
<a href="https://docs.diffuse-systems.com/enterprise/deployment">Deployment</a>
</div>
<div>
<h4>Documentation</h4>
<a href="https://docs.diffuse-systems.com/enterprise/serving">Serving</a>
<a href="https://docs.diffuse-systems.com/enterprise/fine-tuning">Fine-tuning</a>
<a href="https://docs.diffuse-systems.com/enterprise/security">Security</a>
</div>
<div>
<h4>Company</h4>
<a href="about.html">About</a>
<a href="why.html">Why Diffuse</a>
<a href="download.html">Download</a>
<a href="contact.html">Contact</a>
<a href="https://docs.diffuse-systems.com/open/">Diffuse Open</a>
</div>
</div>
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<span>Copyright (c) 2026 Diffuse Systems. All rights reserved.</span>
<span>This site loads nothing from a third party.</span>
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