Congrats on the launch!
Engram@EngramLab
http://x.com/i/article/2069463677733142528
10:05 AM · Jun 23, 2026 · 2K Views
EngramLab teases a new project, drawing praise from SWE-bench creator Ofir Press without releasing technical details
Story Overview
EngramLab is signaling work on models that absorb private company data from workspaces like GitHub, Slack and Notion so they improve at specific tasks over time, and the tease has already drawn public nods from benchmark creators and research engineers even though no benchmarks or architecture details have surfaced yet.
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Peer Approval
Familiar names from the field are already chiming in
Ofir Press, Winnie Xu, Sasha Rush, Simran Arora and Wenting Zhao have all publicly congratulated the team, highlighting its Stanford-Berkeley-HazyResearch roots and focus on a shared research problem.
Open Question
Early design traction exists but the product is still a black box
The announcement mentions pilots with Notion, Harvey and Microsoft plus a $98M round, yet no model sizes, benchmarks, pricing or availability timeline have been released.
Sentiment
Positive users praise EngramLab's research on key NLP problems and thank researchers for support and empowerment, while one negative reply calls the group grifters and snake oil salesmen.
Pos
95.2%
Neg
4.8%
14 comments with sentiment.
Cluster Engagement
Digg Deeper
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VIEWS13.8KBOOKMARKS20LIKES86
Sasha Rush@srush_nlp
An incredible group. 🍾
Engram@EngramLab
http://x.com/i/article/2069463677733142528
5hViews 13.8KLikes 86Bookmarks 20
RETWEETS4
Simran Arora@simran_s_arora
So thrilled for @EngramLab, working on such an important problem!!! Had the pleasure of working closely with @EyubogluSabri @dan_biderman @MayeeChen @NeelGuha and many of the team members for most of the PhD and they are the absolute best out there. Can't wait for all they'll do! 💫
Engram@EngramLab
http://x.com/i/article/2069463677733142528
4hViews 4.3KLikes 58Bookmarks 6
REPLIES4
Wenting Zhao@wzhao_nlp
congrats on the launch, they're my fav researchers and engineers♥️
Engram@EngramLab
http://x.com/i/article/2069463677733142528
5hViews 2.7KLikes 21Bookmarks 2
Ivan Zhao@ivanhzhao
A great team working on an important problem.
Engram@EngramLab
http://x.com/i/article/2069463677733142528
4hViews 7.8KLikes 32Bookmarks 16
Jonathan Frankle@jefrankle
Proud intern host and angel. (I'm a broken record.) So excited for @dan_biderman
Engram@EngramLab
http://x.com/i/article/2069463677733142528
4hViews 2.3KLikes 28Bookmarks 1
Niloofar ✈️ icml@niloofar_mire
Super excited 😍
Engram@EngramLab
http://x.com/i/article/2069463677733142528
2hViews 1.7KLikes 18Bookmarks 2
Aryaman Arora@aryaman2020
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
Engram@EngramLab
http://x.com/i/article/2069463677733142528
2hViews 2.1KLikes 22Bookmarks 1
Simran Arora@simran_s_arora
So thrilled for @EngramLab, working on such an important problem!!! Had the pleasure of working closely with @EyubogluSabri @dan_biderman and many of the team members for most of the PhD and they are the absolute best out there. Can't wait for all they'll do! 💫
Engram@EngramLab
http://x.com/i/article/2069463677733142528
5hViews 641Likes 14Bookmarks 0
Beidi Chen@BeidiChen
Congrats on the launch~
Engram@EngramLab
http://x.com/i/article/2069463677733142528
3hViews 893Likes 9Bookmarks 1
Aaron Defazio@aaron_defazio
Fantastic team behind this!
Engram@EngramLab
http://x.com/i/article/2069463677733142528
4hViews 688Likes 9Bookmarks 1
Winnie Xu@winniethexu
congrats friends!
Engram@EngramLab
http://x.com/i/article/2069463677733142528
5hViews 765Likes 10Bookmarks 0
Gabe Pereyra@gabepereyra
Has been awesome working with @dan_biderman and the rest of the team at @EngramLab. Excited to share more soon
Engram@EngramLab
http://x.com/i/article/2069463677733142528
4hViews 4.6KLikes 41Bookmarks 3
Jack Morris@jxmnop
@wzhao_nlp we love you!! we're going to throw you a birthday party every year
5hViews 337Likes 3
Jack Morris@jxmnop
@srush_nlp we're waiting for you to come by for lunch
4hViews 423Likes 2
Jessy Lin@realJessyLin
@jxmnop @EngramLab @__howardchen DoU know what we mean
Jack Morris@jxmnop
@EngramLab depth of understanding 🆙⬆️ 🚀🚀🚀 @__howardchen
4hViews 110Likes 3Bookmarks 0
Dan Biderman@dan_biderman
@gabepereyra @EngramLab thanks for empowering us and teaching us about law
4hViews 27Likes 3
Jessy Lin@realJessyLin
@ShreyaR @EyubogluSabri thank you shreya! :) ❤️
shreya rajpal@ShreyaR
Congratulations @EyubogluSabri @realJessyLin on launching Engram 🚀
context is one of the most important problems of our times, can't imagine a better team working on this
3hViews 165Likes 1Bookmarks 0
Mayee Chen@MayeeChen
@simran_s_arora @EngramLab @EyubogluSabri @dan_biderman @NeelGuha we love you!
3hViews 48Likes 1
Neel Guha@NeelGuha
incredible team working on incredibly important problems!!
Engram@EngramLab
http://x.com/i/article/2069463677733142528
5hViews 207Likes 5Bookmarks 1
Jessy Lin@realJessyLin
@wzhao_nlp ❤️🥹 u are one of our fav researchers & engineers
4hViews 36Likes 1
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