The AI Lab That’s Outpacing Its Peers in More Ways Than One

Inherent, a London-based lab founded by Google DeepMind alumni, has made a significant breakthrough in the field of artificial intelligence. The lab’s AI agent, Faraday, outperformed larger models from Anthropic and OpenAI in replicating scientific research while operating on a fraction of the size and resources.

This achievement is notable because it highlights the potential of smaller, more agile teams to make meaningful contributions to the field. Inherent’s approach to AI development differs significantly from that of its competitors. While Anthropic and OpenAI focus on building massive models, Inherent uses reinforcement learning to teach its agents a “research taste” – essentially, an instinct for what experiments are worth running and how to design them well.

Developing AI that can generalize across multiple scientific fields is crucial in today’s research landscape. This requires imbuing the AI with a sense of curiosity and collaboration, rather than simply relying on brute force or massive computational resources. Inherent’s chief scientist, Edward Hughes, understands this approach, which has yielded impressive results for the lab.

Inherent’s commitment to community and ecosystem-building is also noteworthy. Rather than developing its own coding tools, the lab leverages OpenAI’s GPT-5.5 Codex. This collaborative spirit is essential for advancing research in AI and promotes a more inclusive approach to development.

The industry has long been plagued by issues like “garden leave,” which bars departing employees from joining or starting rival companies. Inherent’s commitment to avoiding this practice is laudable, particularly given Edward Hughes’s personal advocacy for reforming the practice.

Inherent’s rapid growth, with a projected headcount of 20-25 employees by year-end, may make it an attractive destination for talented researchers looking for a fresh start. As some DeepMind staff navigate uncertainty following Demis Hassabis’s new role at Google, Inherent’s hiring push could be a turning point in the AI landscape.

In a field where hype often precedes substance, Inherent’s achievements are a welcome breath of fresh air. By prioritizing generalizability, collaboration, and community-building, this London-based lab is paving the way for a more sustainable and inclusive approach to developing AI that truly benefits humanity.