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David Hall

@dlwh.bsky.social
901 followers 204 following 8 posts

Research Engineering Lead at @StanfordCRFM. I do NLP and foundation model things with JAX. Previously Semantic Machines, Microsoft, Berkeley, Breeze

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Reposted by David Hall
Open Athena @openathena.ai · 2h
Marin's 535B-parameter hero run was originally planned as a 360B model. A new blog from Rafal Wojdyla, MTS, explains how a change in sharding strategy, Expert Parallelism, made room for a ~50% larger model at the same ~23B active parameters, and what it costs. 🔗 openathena.ai/blog/expert-...
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Reposted by David Hall
Open Athena @openathena.ai · 03/09/2026
A year ago, Marin had one FTE. Recently, the ten-person team launched a 535 billion parameter MoE model. In the Marin 535B-A23B launch note, David Hall @dlwh.bsky.social notes it's going "almost boringly well." Thank you to our colleagues, partners, and advisors for making this possible. bit.ly/535b
openathena.ai
Marin 535B-A23B launch note
A look back at Marin's first year at Open Athena and forward at the 535B-A23B hero run, the largest model the team has ever trained.
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Reposted by David Hall
Open Athena @openathena.ai · 25/06/2026
In a new blog, Russell Power explains how the Marin team nearly doubled its sustained TPU usage by creating a custom global scheduler: Iris. Iris searches every region where Marin has compute, places each job wherever capacity appears, and moves data along as needed. 🔗 openathena.ai/blog/cluster...
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Reposted by David Hall
Will Held @williamheld.com · 11/05/2026
To train better open models, we need predictable scaling. Delphi is Marin’s first step: we pretrained many small models with one recipe, then extrapolated 300× to predict a 25B-param / 600B-token run with just 0.2% error. Getting there took some work 🧵
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Reposted by David Hall
Will Held @williamheld.com · 19/05/2025
Learn more about the project in Percy's blog post: marin.community/blog/2025/05... And about the Models we are releasing in @dlwh.bsky.social's training retro: marin.readthedocs.io/en/latest/re...
marin.community
Introducing Marin: An Open Lab for Building Foundation Models
Open-source software is a success story: It powers the world’s digital infrastructure. It allows anyone in the world to contribute based on merit. It leads to greater innovation, collaboration, and se...
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David Hall @dlwh.bsky.social · 19/05/2025
Super excited Marin is finally out! Come see what we've been building! Code/platform for training fully reproducible models end-to-end, from data to evals. Plus a new high quality 8B base model. Percy did a good job explaining it on the other place. marin.community x.com/percyliang/s...
x.com
Percy Liang on X: "What would truly open-source AI look like? Not just open weights, open code/data, but *open development*, where the entire research and development process is public *and* anyone can contribute. We built Marin, an open lab, to fulfill this vision: https://t.co/racsvmhyA3" / X
What would truly open-source AI look like? Not just open weights, open code/data, but *open development*, where the entire research and development process is public *and* anyone can contribute. We built Marin, an open lab, to fulfill this vision: https://t.co/racsvmhyA3
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