Evaluator, government test designer and commercial security supplier

Irregular / Pattern Labs

AI-security company funded by philanthropy and venture capital and hired by the UK government to help design and run AI evaluations.

Background

Founded by Dan Lahav and Omer Nevo, Irregular was formerly Pattern Labs. A 2024 Good Ventures entry records a $6.8m grant recommended by Open Philanthropy. The company later announced $80m raised with Sequoia and Redpoint. It works with frontier labs on security evaluations and defenses. After its 2026 containment failures, it proposed industry guidance while OpenAI affirmed the continuing partnership.

Role in this network

Founded by Dan Lahav and Omer Nevo, Irregular was formerly Pattern Labs. A 2024 Good Ventures entry records a $6.8m grant recommended by Open Philanthropy. The company later announced $80m raised with Sequoia and Redpoint. It works with frontier labs on security evaluations and defenses. After its 2026 containment failures, it proposed industry guidance while OpenAI affirmed the continuing partnership.

Research and commercial interests

A co-authored AI-security agenda discloses that its recommendations could expand Irregular’s market. RAND describes an independent conflict-aware review process.

Government contracts reveal the arrangement

The UK records a February 2024 cyber/advisory award corrected to £293,151 and a September 2024 safeguards award of £459,875. The latter keeps final publication approval with the government while allowing Irregular to retain know-how and commercialize related evaluation products.

The commercial strategy is explicit

In a Sequoia interview, CEO Dan Lahav explains why the company works closely with frontier labs: early exposure helps it prepare security products for the problems other businesses will meet later. Irregular’s privacy policy also describes a subscription service using API calls.

The philanthropic money was reported paid

Good Ventures reports the full $6.8 million Pattern Labs award paid in two instalments: $4,533,333 on 5 March 2024 and $2,266,667 on 4 February 2025. Its filings identify a 15 March 2025 grantee report and $2,639,613 expended. The grant agreement and report body remain unavailable.

A third UK contract buys evaluation design

A distinct £459,000 award commissions priority-capability research, test design, justification of coverage and advice on other DSIT work. The buyer retains approval and publication authority; the supplier retains commercially reusable IP and know-how.

A place in the safety-framework discussion

Pattern Labs is named in the government’s invitation-related disclosure for the closed November 2024 Frontier AI Safety Frameworks conference. Open Philanthropy is also named. The organizers are UK AISI and GovAI.

What the records show

AISI attacks and safeguards contract (September 2024)Irregular / Pattern Labs

Hires research team; reserves reuse rights

2026-09-19

Order form names Pattern Labs Tech Inc. Special Term 1 retains supplier know-how and permits commercialization of related evaluation products.

UK Department for Science,Innovation and TechnologyIrregular / Pattern Labs

Records £153,000 consultancy payment

2026-09-19

DSIT April 2025 spending ledger records transaction 668259 to Pattern Labs Tech Inc. under AISI consultancy expenditure.

From the investigation

Philanthropic money before the venture announcement

The company’s later launch announcement explicitly identifies Irregular as the former Pattern Labs and announces $80 million raised with Sequoia and Redpoint. The name change is publicly acknowledged. The earlier grant’s old live URL now redirects to Good Ventures’ giving overview; the historical entry is available in the archive.

Read the research & sources ↗
Different incidents need different explanations

AP reports that Meta also hired Irregular and disclosed an internet-access misconfiguration. The map marks this relationship as reported from company statements. We have not acquired a standalone Meta postmortem.

Read the research & sources ↗
The supplier helps write the response

Irregular’s August 14 account focuses on the shared domain-collision scenario, says it repaired access controls and outlines a white paper on evaluation practice. It also describes the practical pressure of complex tests and short delivery windows.

Read the research & sources ↗
The people connect the institutions

Dan Lahav, Irregular’s co-founder and CEO, co-founded Impact Focused Education with Sella Nevo. Sella also co-founded Probably Good and remains a director. His current RAND role is founding director of the Center on AI, Security, and Technology. Older partner biographies still describe the Meselson Center role.

Read the research & sources ↗

Further reading

Irregular: follow the money behind the evaluator

AI incidents: what the tests actually show

Read the original sources 4

What the connections say

23 relationships
Research library