Inherent, Founded by DeepMind Alumni, Claims Its AI Outperformed Anthropic and OpenAI in Research Replication
Inherent's AI agent Faraday has made waves in the scientific community.
1Inherent's Founding Story
Inherent was founded in London by Google DeepMind alumni. The company developed an AI agent, Faraday, which outperformed larger and more renowned models. Faraday demonstrated superior performance in independently replicating the findings of scientific papers. This success marks a significant step towards Inherent's goal of expanding AI's role in scientific discovery.
2Faraday's Performance
Faraday outperformed larger models like Anthropic's Claude Opus 4.8 and OpenAI's GPT-5.5. Running on the Qwen 3.6 model with just 27 billion parameters, Faraday achieved better results with a smaller model. This represents a significant advancement in AI efficiency and cost-effectiveness.
3The Importance of Scientific Replication
Replicating the findings of scientific papers is a standard training exercise for human scientists. Inherent's co-founder Edward Hughes emphasized the importance of this process for AI. Faraday not only replicated results but also demonstrated 'research taste,' showing an instinct for determining which experiments are worth conducting.
4The Role of Reinforcement Learning
Inherent uses reinforcement learning to train its AI agents. This method rewards AI systems for good outcomes, speeding up the learning process rather than setting rigid rules. This approach enhances Faraday's potential to contribute across a broader range of scientific discoveries.
5Collaborative AI Approach
Inherent designs its AI agents to act like curious teammates who conduct experiments and ask users, 'What do you think of these results?' Hughes noted that Faraday's collaborative approach makes AI interactions more natural and effective.
6London's Role as an AI Hub
Inherent believes London is a rich hub for AI talent. The company brings its employees together in an office in King's Cross. Hughes stated that London is one of the world's leading AI centers, contributing to the company's growth.
7The Garden Leave Issue
Hughes highlighted that the 'garden leave' practice common in the UK hinders talent mobility in the AI sector. This practice prevents employees from joining a rival company for months after resigning. Hughes noted that this restriction does not apply to researchers in the US, giving American companies an advantage.
8Inherent's Future Plans
Inherent plans to increase its headcount to 20-25 by the end of the year. The company is also making waves with its work on world models. The unease among some DeepMind employees due to Demis Hassabis's new role suggests Inherent could attract top talent.