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Engram

@EngramLab
scaling compute on your context
San Francisco
engram.com
Joined April 2026
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  • Pinned
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    Engram
    @EngramLab
    Jun 23
    Article cover image
    Article
    Introducing Engram: Scaling compute on your context
    We’re Engram. We’re building AI that learns from you and deeply understands your work. Today’s AI models don’t understand what you do. Not really. Everything models know comes from their training –...
  • user avatar
    Engram
    @EngramLab
    Aug 7
    In collaboration with @harvey, we’re excited to build a new kind of agent environment to reflect realistic knowledge work: an entire synthetic law firm, Calderwood & Harkness, with over 100M (!) tokens of documents and 250 client cases. 💼 Today’s AI models know a lot about the
    user avatar
    Julio Pereyra
    @ItsJulioPereyra
    Aug 7
    Article cover image
    Article
    LAB: Law Firm Knowledge
    We are open-sourcing our next LAB expansion: a synthetic law firm, Calderwood & Harkness (“C&H” or “the firm”). Built in collaboration with @engramlab, the firm contains work product from more than...
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    Engram
    @EngramLab
    Jul 16
    Our founder @jxmnop recently issued some unfounded claims that got community noted. We deeply apologize for the confusion caused by his original post, the follow-up post, and the follow-up to the follow-up post. Nevertheless, we stand by his conviction in his own takes---and in
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    Jack Morris
    Engram
    @jxmnop
    Jul 15
    people are underestimating what a big deal this is this is the ONLY open-weight model that's trained without distilling from OpenAI or Anthropic • Kimi distills • GLM distills • Qwen distills • Nemotron distills (Kimi & DeepSeek, which counts) basically a fully different
    Readers added context
    Per its announcement, Inkling was pretrained from scratch but used a small SFT bootstrap on synthetic data from open models incl. Kimi K2.5. Other models like Llama 3.1 were also trained from scratch without OpenAI/Anthropic distillation. thinkingmachines.ai/news/introduci… ai.meta.com/blog/meta-llam…
  • user avatar
    Engram
    @EngramLab
    Jul 7
    We are thrilled to announce Engram's pivot to dairy farming. Our primary activity will be fostering 🐐s like @jxmnop -- who recently won an ICML outstanding paper award for his work on language model memorization and capacity! We're incredibly proud to work with Jack every day,
    user avatar
    Jack Morris
    Engram
    @jxmnop
    Jul 6
    my paper won an award at icml 😁 some thoughts: • this work was rejected from NeurIPS. i cleaned it up a small amount and it got great reviews from ICML! don't give up • ICML received 24k submissions and only gives out 7 awards, which is crazy. feeling grateful • i
  • user avatar
    Engram
    @EngramLab
    Jun 30
    John and Jordi from @tbpn are in the pretraining data, but most people aren't. Frontier models train on trillions of tokens and still have no idea who you are. We're fixing that. Thanks for hosting us – and banging the gong for Engram. This meant more than you'll ever know.
    user avatar
    TBPN
    @tbpn
    Jun 29
    Engram cofounder @jxmnop just raised $98M to build a new type of AI. He says models don't need to get smarter over time. Instead, they just need to know you better and better over time. Jack describes what he's building: "Our product is a new type of AI. We have a pretty
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