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Jun 23
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scaling compute on your context
Joined April 2026
- Posts 17
- Following 1
- Followers 5,294
- Likes 164
2 Photos and videos
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.
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 different vision from a lot of the frontier labs, which are working on one model per lab, and trying to make that model smarter every month."
"There's another way to think about it, which is that the model doesn't need to get smarter every month. It needs to know you better."
"So we're working on a whole different stack, which is a way to train models that train themselves to know your world better and adjust to the things that you say."
"So: new ways of training, new ways of running the models."
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Engram reposted
Jun 25
Models know the internet. @EngramLab believes they should know you.
Congrats to @dan_biderman and the team. few have worked on continual learning longer.
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Jun 24
Thank you to @Nasdaq for supporting Engram on our launch day yesterday!
Some have commented that this photo looks AI-generated. It's not. This really happened.
Feel free to send this picture to your moms. We're certainly going to.
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Engram reposted
Jun 24
By scaling compute on user context, we reduce token spend. But it's about more than lowering cost. To develop expertise is to reduce the energy it takes to solve a problem, freeing capacity to solve harder problems yet
Was great chatting about this with the amazing @LM_Braswell!
Jun 24
The models we use every day are brilliant strangers. They forget your organization the moment a chat ends, then relearn it on the next query.
@EngramLab fixes that. It learns your world once and reuses that memory, matching frontier systems on 1-10% of the tokens.
@Microsoft, @NotionHQ, and @Harvey are already testing it within their organizations.
Congratulations to the team, and hear directly from @dan_biderman (CEO and co-founder) and Sabri Eyuboglu (CTO and co-founder) with @LM_Braswell ⬇️
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Jun 24
Dan and Sabri sat down with @LM_Braswell to talk about our technical direction. Thanks for having us!
Jun 24
The models we use every day are brilliant strangers. They forget your organization the moment a chat ends, then relearn it on the next query.
@EngramLab fixes that. It learns your world once and reuses that memory, matching frontier systems on 1-10% of the tokens.
@Microsoft, @NotionHQ, and @Harvey are already testing it within their organizations.
Congratulations to the team, and hear directly from @dan_biderman (CEO and co-founder) and Sabri Eyuboglu (CTO and co-founder) with @LM_Braswell ⬇️
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Engram reposted
Jun 24
The models we use every day are brilliant strangers. They forget your organization the moment a chat ends, then relearn it on the next query.
@EngramLab fixes that. It learns your world once and reuses that memory, matching frontier systems on 1-10% of the tokens.
@Microsoft, @NotionHQ, and @Harvey are already testing it within their organizations.
Congratulations to the team, and hear directly from @dan_biderman (CEO and co-founder) and Sabri Eyuboglu (CTO and co-founder) with @LM_Braswell ⬇️
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Engram reposted
Jun 24
Jun 24
The models we use every day are brilliant strangers. They forget your organization the moment a chat ends, then relearn it on the next query.
@EngramLab fixes that. It learns your world once and reuses that memory, matching frontier systems on 1-10% of the tokens.
@Microsoft, @NotionHQ, and @Harvey are already testing it within their organizations.
Congratulations to the team, and hear directly from @dan_biderman (CEO and co-founder) and Sabri Eyuboglu (CTO and co-founder) with @LM_Braswell ⬇️
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Jun 23
Today we announced our Initial Public Offering, a humble article on X.
Thanks to the @NYSE for supporting us so early in our journey!
And thanks to all of our lovely supporters here on X dot com for following along. More soon 🔜
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Engram reposted
Jun 23
this is a wonderful group of people working on really interesting problems! me and @aslanpouthakoun had the very fun (and maybe a little intimidating) experience of giving a talk on finetuning at engram a few weeks ago, and we couldn’t have asked for a better audience
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Engram reposted
Jun 23
Engram is one of the more sophisticated teams I’ve had the pleasure of working with at Modal
exciting launch, looking forward to assisting with even weirder deployments in the future!
Jun 23
Modal's been super important for our velocity over the last 6 months
- Training on each user's context means scaling out to thousands of GPUs in quick bursts. Modal allowed us to do this from day zero, before we could keep a large committed cluster hot
- Our research team experiments with weird parameterizations all the time and needs to make changes to our inference and training servers. Modal makes it super easy for everyone on the team to deploy new endpoints for dogfooding and eval
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Engram reposted
Jun 23
Modal's been super important for our velocity over the last 6 months
- Training on each user's context means scaling out to thousands of GPUs in quick bursts. Modal allowed us to do this from day zero, before we could keep a large committed cluster hot
- Our research team experiments with weird parameterizations all the time and needs to make changes to our inference and training servers. Modal makes it super easy for everyone on the team to deploy new endpoints for dogfooding and eval
Jun 23
It's been awesome getting to work with this team on their infra needs over the past few months. Congrats on the launch!
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