Core Automation

New architectures and learning algorithms that need about 100x less data and learn continuously from experience, which founder Jerry Tworek sees as essential for AGI; long-term plan is agents that build products such as industrial automation.

Founded
March 2026
Founders
Jerry Tworek
Pushes against
Transformer-plus-scaling; Tworek says the architecture is the bottleneck.
Now
Hired researchers from Anthropic and Google DeepMind (Business Insider, 2026-04). Reported seeking $500M-$1B (The Information) and filing to raise $500M (Axios, 2026-08-13). No model, paper or product public.

Key people

  • Jerry Tworek (founder; ex-OpenAI senior researcher)
  • Rohan Anil (ex-Anthropic; said he started the company with Tworek)

Funding

  • August 2026 reported
    Amount
    $500M (filing to raise; reported)
    Valuation
    ~$4B target (reported, The Information, 2026-05)
    Source the-decoder.com
  • 2026 reported
    Amount
    $100M (reported)
    Valuation
    $1B (reported)
    Lead
    Nvidia among backers (reported)
    Source the-decoder.com

Every funding round in the atlas

Sources

  1. the-decoder.com/two-startups-want-to-replace-how-ai-learns-one-just-raised-180m-another-is
  2. businessinsider.com/core-automation-ai-nerdsniped-anthropic-google-deepmind-researchers-20
  3. axios.com/pro/enterprise-software-deals/2026/08/13/core-automation-raising-500-million
  4. the-decoder.com/ai-money-keeps-flowing-as-deepseek-plans-record-raise-and-core-automation-

This profile was checked and corrected against its sources on 6 October 2026. How we check