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Inherent says its AI agent outperforms frontier models in scientific replication

The London-based startup founded by DeepMind alumni claims its smaller agent outperformed systems from OpenAI and Anthropic at reproducing research.

The short version

  • London startup Inherent announced that its AI agent, Faraday, outperformed larger models from OpenAI and Anthropic at independently replicating published research papers.
  • Faraday operates on a 27-billion-parameter Qwen 3.6 model, utilizing reinforcement learning and OpenAI's GPT-5.5 Codex for coding tasks.
  • The 12-person company recently raised a $50 million seed round and plans to expand its headcount to 25 by the end of the year as it pursues autonomous scientific discovery tools.

Key facts

  • Inherent claims its AI agent, Faraday, outperformed OpenAI's GPT-5.5 and Anthropic's Claude Opus 4.8 at independently reproducing findings from scientific papers without prior knowledge of the results.[TechCrunch]
  • Faraday is built on a 27-billion-parameter base model, Qwen 3.6, and uses reinforcement learning along with OpenAI's GPT-5.5 Codex for code execution.[TechCrunch]
  • Inherent was founded by Google DeepMind alumni, recently emerged from stealth with a $50 million seed round, and currently employs about a dozen staff members in London.[TechCrunch]
  • The startup plans to expand its team to roughly 20 to 25 employees by the end of the year.[TechCrunch]

What remains uncertain

  • The benchmark data, full methodology, and independent verification of Faraday's performance claims against Anthropic and OpenAI models were not detailed in the report.[TechCrunch]
  • It remains to be seen whether Faraday's replication capabilities can generalize into generating novel scientific discoveries as intended.[TechCrunch]

Sources