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Generality Labs - Monitor and Accelerate the science of AI safety
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<!-- ════════════ NAV ════════════ -->
<nav class="top">
<div
class="max-w-7xl mx-auto px-5 lg:px-10 h-16 flex items-center justify-between"
>
<a href="#top" class="flex items-baseline gap-2 group">
<span class="logo-glyph">∀</span>
<span class="font-medium tracking-tight text-[15px]"
>Generality Labs</span
>
</a>
<div
class="hidden md:flex items-center gap-9 text-[14px] text-[var(--muted)]"
>
<a href="#mission" class="hover:text-[var(--ink)] transition"
>Mission</a
>
<a href="#problems" class="hover:text-[var(--ink)] transition">Problems</a>
<a href="#work" class="hover:text-[var(--ink)] transition">Work</a>
<a href="/blog/" class="hover:text-[var(--ink)] transition">Blog</a>
</div>
<a
href="https://forms.gle/sFLHvksmC4Bq1D556"
class="btn btn-mint btn-sm"
>
Get in touch
<svg
width="13"
height="13"
viewBox="0 0 24 24"
fill="none"
stroke="currentColor"
stroke-width="2.4"
stroke-linecap="round"
stroke-linejoin="round"
>
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</a>
</div>
</nav>
<main id="top">
<!-- ════════════ HERO ════════════ -->
<section
class="max-w-7xl mx-auto px-5 lg:px-10 pt-20 lg:pt-28 pb-24 lg:pb-32"
>
<div class="max-w-5xl reveal">
<h1 class="display-1">
Monitor and accelerate<br />
progress in the science of
<span class="text-[var(--mint-deep)] whitespace-nowrap"
>AI safety</span
>
</h1>
<p class="mt-10 text-xl md:text-3xl max-w-7xl leading-snug">
Scientific software and KPIs for faster, better AI safety research
</p>
<!-- <div class="mt-10 flex gap-3 flex-wrap">
<a href="#work" class="btn btn-dark">
See our work
<svg
width="14"
height="14"
viewBox="0 0 24 24"
fill="none"
stroke="currentColor"
stroke-width="2.4"
stroke-linecap="round"
stroke-linejoin="round"
>
<path d="M5 12h14M13 6l6 6-6 6" />
</svg>
</a>
<a href="https://forms.gle/sFLHvksmC4Bq1D556" class="btn btn-ghost"
>Join us</a
>
</div> -->
</div>
</section>
<!-- ════════════ MISSION (dark cards) ════════════ -->
<section id="mission" class="bg-[var(--ink)] text-[var(--bg)] on-dark">
<div class="max-w-7xl mx-auto px-5 lg:px-10 py-24 lg:py-32">
<div class="mb-14 lg:mb-16">
<h2 class="display-2 max-w-5xl">
The science of understanding and controlling AI isn't moving fast enough
</h2>
</div>
<p class="text-2xl md:text-3xl leading-snug mb-10 lg:mb-12">
We're fixing this by:
</p>
<div class="grid md:grid-cols-3 gap-4">
<article class="card flex flex-col justify-start !p-10 lg:!p-12">
<div class="mono text-[2.125rem] md:text-[2.55rem] leading-none text-[var(--mint-deep)] tabular-nums">01</div>
<div class="h-px w-10 bg-[var(--mint-edge)] my-6"></div>
<h3 class="text-[1.3rem] md:text-[1.45rem] font-medium leading-snug text-[var(--ink)]">
Developing indicators of research quality & performance
</h3>
</article>
<article class="card flex flex-col justify-start !p-10 lg:!p-12">
<div class="mono text-[2.125rem] md:text-[2.55rem] leading-none text-[var(--mint-deep)] tabular-nums">02</div>
<div class="h-px w-10 bg-[var(--mint-edge)] my-6"></div>
<h3 class="text-[1.3rem] md:text-[1.45rem] font-medium leading-snug text-[var(--ink)]">
Monitoring and reporting these indicators
</h3>
</article>
<article class="card flex flex-col justify-start !p-10 lg:!p-12">
<div class="mono text-[2.125rem] md:text-[2.55rem] leading-none text-[var(--mint-deep)] tabular-nums">03</div>
<div class="h-px w-10 bg-[var(--mint-edge)] my-6"></div>
<h3 class="text-[1.3rem] md:text-[1.45rem] font-medium leading-snug text-[var(--ink)]">
Building products that help accelerate the rate of progress
</h3>
</article>
</div>
</div>
</section>
<!-- ════════════ PROBLEMS ════════════ -->
<section
id="problems"
class="max-w-7xl mx-auto px-5 lg:px-10 py-24 lg:py-28"
>
<h2 class="display-2 max-w-2xl mb-14">Problems we're solving</h2>
<ul class="max-w-3xl space-y-7 text-xl lg:text-2xl leading-relaxed text-[var(--ink)]">
<li class="flex gap-5">
<span class="w-2 h-2 rounded-full bg-[var(--mint-deep)] mt-[0.7em] flex-shrink-0"></span>
<p>
<span class="font-medium">Evaluations:</span> Open-source benchmarks are (too often) broken, contaminated, saturated, difficult to run, and/or poorly documented
</p>
</li>
<li class="flex gap-5">
<span class="w-2 h-2 rounded-full bg-[var(--mint-deep)] mt-[0.7em] flex-shrink-0"></span>
<p>
<span class="font-medium">Data:</span> Experimental data (e.g. eval logs) are rarely shared or reused
</p>
</li>
<li class="flex gap-5">
<span class="w-2 h-2 rounded-full bg-[var(--mint-deep)] mt-[0.7em] flex-shrink-0"></span>
<p>
<span class="font-medium">Experiments:</span> generalisation and predictive accuracy aren't monitored, because experiments aren't updated or extended with new models or eval settings
</p>
</li>
</ul>
</section>
<!-- ════════════ CURRENT PROJECTS (dark) ════════════ -->
<section id="work" class="bg-[var(--ink)] text-[var(--bg)]">
<div class="max-w-7xl mx-auto px-5 lg:px-10 py-24 lg:py-32">
<div class="mb-14 lg:mb-16">
<h2 class="display-2 max-w-2xl">Current projects</h2>
</div>
<div class="grid lg:grid-cols-2 gap-4">
<!-- Workstream 1 - Inspect Evals -->
<article class="card flex flex-col">
<h3 class="display-3 mb-6 leading-snug text-[var(--ink)]">Inspect Evals</h3>
<p class="text-[15.5px] leading-relaxed text-[var(--ink)]">
We are improving
<a
class="link"
href="https://github.com/UKGovernmentBEIS/inspect_evals"
>Inspect Evals</a
>
to align with established best practices across other areas of
science - such as
<a class="link" href="https://www.go-fair.org/fair-principles/"
>FAIR data principles</a
>
and reproducible data analysis standards (e.g.
<a class="link" href="https://reana.io/">CERN's REANA</a>).
</p>
</article>
<!-- Workstream 2 - Evaluation audits -->
<article class="card flex flex-col">
<h3 class="display-3 mb-6 leading-snug text-[var(--ink)]">Evaluation audits</h3>
<p class="text-[15.5px] leading-relaxed text-[var(--ink)]">
We're developing and validating KPIs for AI evaluations, and
will be reporting them publicly across new and existing
benchmarks.
</p>
</article>
</div>
<!-- Stat callout -->
<!-- <div
class="card-mint mt-6 p-8 lg:p-10 grid md:grid-cols-[auto_1fr] gap-x-10 gap-y-4 items-center"
>
<p
class="mono text-[var(--mint-deep)]"
style="
font-size: clamp(3rem, 6vw, 4.5rem);
line-height: 1;
letter-spacing: -0.02em;
font-feature-settings: "tnum";
"
>
~16<span class="text-[0.55em] align-top">%</span>
</p>
<div>
<p
class="text-lg lg:text-xl text-[var(--ink)] leading-snug max-w-xl"
>
of 445 LLM benchmarks used statistical tests when reporting
results.
</p>
<p class="text-sm text-[var(--mint-deep)] mt-3 mono">
- Bean et al. (2025)
</p>
</div>
</div>
</div> -->
</section>
<!-- ════════════ FAQ ════════════ -->
<section id="faq" class="hairline">
<div class="max-w-7xl mx-auto px-5 lg:px-10 py-24 lg:py-28">
<h2 class="display-2 max-w-2xl mb-14">
Things you might be wondering
</h2>
<dl class="max-w-3xl">
<div class="py-8 first:pt-0">
<dt>
<h3 class="display-3 leading-snug mb-4">
Will you publish research?
</h3>
</dt>
<dd class="text-lg leading-relaxed text-[var(--ink)]">
Yes. Our research will focus on clarifying quality and
performance indicators for measurement and prediction, often
extending existing frameworks and applying them practically.
For example, there is significant work required to map standards
from the science of measurement to AI evaluation.
</dd>
</div>
<div class="py-8">
<dt>
<h3 class="display-3 leading-snug mb-4">
Who are your main collaborators?
</h3>
</dt>
<dd class="text-lg leading-relaxed text-[var(--ink)]">
In the past we've collaborated closely with scientists and
engineers across the
<a class="link" href="https://www.aisi.gov.uk/"
>UK AI Security Institute</a
>, <a class="link" href="https://epoch.ai/">Epoch AI</a>, and
<a class="link" href="https://meridianlabs.ai/">Meridian Labs</a>,
and will continue to work with them closely in the future.
</dd>
</div>
<div class="py-8 last:pb-0">
<dt>
<h3 class="display-3 leading-snug mb-4">
Where is Generality Labs located?
</h3>
</dt>
<dd class="text-lg leading-relaxed text-[var(--ink)]">
We're a remote-first organisation, based in London. We're
incubated and sponsored by
<a class="link" href="https://www.arcadiaimpact.org/"
>Arcadia Impact</a
>, a UK-based charity.
</dd>
</div>
</dl>
</div>
</section>
<!-- ════════════ JOIN ════════════ -->
<section class="border-t hairline">
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Join us
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We're a group of engineers and scientists, spinning off from
<a class="link" href="https://www.arcadiaimpact.org/"
>Arcadia Impact</a
>. If you're a scientist, engineer, or generalist who thinks our
mission is important and you have skills to bring, we invite you to
introduce yourself.
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Introduce yourself
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<p class="text-xs text-[var(--soft)] mono">2 minute form</p>
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<span>© 2026 Generality Labs</span>
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