Julian Michael @_julianmichael_
AI evals, alignment and safety @Meta. julianmichael.org San Francisco Joined July 2018-
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🧵 (1/9) New @scale_AI research paper: "Search-Time Data Contamination" (STC), which occurs in evaluating search-based LLM agents when the retrieval step contains clues about a question’s answer by virtue of being derived from the evaluation set itself.
I joined @Meta AI, running preparedness and security evaluations with @summeryue0 and @_julianmichael_ to ensure that Superintelligence's newest models enable a prosperous future. Grateful for the team they built at @scale_AI and excited for the critical work ahead.
To accelerate AI adoption, we need an AI standard. What Moody’s is for bonds, FICO for credit, SOC 2 for security. Standards offer credible signals of who to trust. They create confidence. Confidence accelerates adoption. Introducing AIUC-1: the world’s first AI agent standard
New @scale_AI paper! 🌟 LLMs trained with RL can exploit reward hacks but not mention this in their CoT. We introduce verbalization fine-tuning (VFT)—teaching models to say when they're reward hacking—dramatically reducing the rate of undetected hacks (6% vs. baseline of 88%).
New faithfulness paper! How do we get models to actually explain their reasoning? I think this basically doesn’t happen in CoT by default, and it’s hard to figure out what this should look like in the first place, but even basic techniques show some promise :) see the paper!
New faithfulness paper! How do we get models to actually explain their reasoning? I think this basically doesn’t happen in CoT by default, and it’s hard to figure out what this should look like in the first place, but even basic techniques show some promise :) see the paper!
I was pretty skeptical that this study was worth running, because I thought that *obviously* we would see significant speedup. x.com/METR_Evals/sta…
I was pretty skeptical that this study was worth running, because I thought that *obviously* we would see significant speedup. x.com/METR_Evals/sta…
Today is my first day at Meta Superintelligence Labs. I’ll be focusing on alignment and safety, building on my time at Scale Research and SEAL. Grateful to keep working with @alexandr_wang—no one more committed, clear-eyed, or mission-driven. Excited for what’s ahead 🚀
I should probably announce that a few months ago, I joined @scale_AI to lead the Safety, Evaluations, and Alignment Lab… and today, I joined @Meta to continue working on AI alignment with @summeryue0 and @alexandr_wang. Very excited for what we can accomplish together!
New adversarial robustness benchmark with harm categories grounded in US and international law!
New adversarial robustness benchmark with harm categories grounded in US and international law!
🧵 (1/5) Powerful LLMs present dual-use opportunities & risks for national security and public safety (NSPS). We are excited to launch FORTRESS, a new SEAL leaderboard for measuring adversarial robustness of model safeguard and over-refusal tailored particularly for NSPS threats.
Read our new position paper on making red teaming research relevant for real systems 👇
Read our new position paper on making red teaming research relevant for real systems 👇
🧵 (1/6) Bringing together diverse mindsets – from in-the-trenches red teamers to ML & policy researchers, we write a position paper arguing crucial research priorities for red teaming frontier models, followed by a roadmap towards system-level safety, AI monitoring, and…
Is GPQA Diamond tapped out? Recent top scores have clustered around 83%. Could the other 17% of questions be flawed? In this week’s Gradient Update, @GregHBurnham digs into this popular benchmark. His conclusion: reports of its demise are probably premature.
We design AIs to be oracles and servants, and then we’re aghast when they read the conversation history and decide we’re narcissists. What exactly did we expect? Then we “solve” this by having AI treat us as narcissists out of the gate? Seems like a move in the wrong direction.
We design AIs to be oracles and servants, and then we’re aghast when they read the conversation history and decide we’re narcissists. What exactly did we expect? Then we “solve” this by having AI treat us as narcissists out of the gate? Seems like a move in the wrong direction.
How robust is our AI oversight? 🤔 I just published my MATS 5.0 project, where I explore oversight robustness by training an LLM to give CodeNames clues a bunch of interesting ways and measure how much it reward hacks. Link in thread!
On the contrary: poisoning human <-> AI trust is good Even though this wasn't OpenAI's intention, grotesquely sycophantic models are ultimately useful for getting everyone to really 'get it': People shouldn't trust AI outputs unconditionally – all models are sycophantic
On the contrary: poisoning human <-> AI trust is good Even though this wasn't OpenAI's intention, grotesquely sycophantic models are ultimately useful for getting everyone to really 'get it': People shouldn't trust AI outputs unconditionally – all models are sycophantic
🤖 AI agents are crossing into the real world. But when they act independently—who’s watching? At Scale, we’re building Agent Oversight: a platform to monitor, intervene, and align autonomous AI. We’re hiring engineers (SF/NYC) to tackle one of the most urgent problems in AI.…
We’re taking applications for collaborators via @MATSprogram! Apply by April 18, 11:59 PT to collaborate with various mentors from AI safety research groups: matsprogram.org/apply#Perez 🧵
If a model lies when pressured—it’s not ready for AGI. The new MASK leaderboard is live. Built on the private split of our open-source honesty benchmark (w/ @ai_risks), it tests whether models lie under pressure—even when they know better. 📊 Leaderboard:…
Exciting that @scale_AI is sponsoring Agent Workshop at CMU in April. Students and researchers who work on agents feel free to visit CMU to present your work! I will also be traveling to Pittsburgh to share my recent focuses on agents, both capability and safety.
Exciting that @scale_AI is sponsoring Agent Workshop at CMU in April. Students and researchers who work on agents feel free to visit CMU to present your work! I will also be traveling to Pittsburgh to share my recent focuses on agents, both capability and safety. https://t.co/GBaLzLgoYj
(((ل()(ل() 'yoav)))... @yoavgo
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Ruchira Dhar @eclecticruchira
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Amruth @sAIamruthb
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Praneeth @Praneeth_66
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Alrharva @Alrharva62599
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ANDRÉS VARGAS. @Andresfvss
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Tal August @tal_august
680 Followers 291 Following Assistant professor @IllinoisCS, prev @allen_ai and @uwcse. HCI + NLP. Designing language for different people.
Abhijeet Awasthi @awasthi_a_
483 Followers 849 Following Research Scientist @AIatMeta Formerly: PhD @iitbombay, @msftresearch, @GoogleAI, @IITKgp
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Victor Chigozie Nwafo... @vcnwafor
139 Followers 548 Following Over 14 years of software architecting and engineering, using C#, Java, Golang, NodeJS, Python, TCL & OCaml.
aquamansam @aquamansam1
594 Followers 3K Following AI Agents Incubation @Meta. Previously CTO/cofounder @nanome_inc (XR and Agents in Molecular Modeling). Views are my own. PS: the future is agentic!
Lauren Watson @Lauren_R_Watson
105 Followers 638 Following PhD Student in Privacy Preserving Machine Learning @InfatEd Previously: Research Intern @MetaAI, MSc AI @InfatEd, BA Maths @tcddublin.
Jose Felix Ramos Trej... @JoseFelixRamosT
146 Followers 5K Following Cristiano. Economía en la @UdelPacifico. PhysicsIsLove ig: josefelixramostrejo_7
Christian Daniel Basi... @chrisdbasile2
29 Followers 535 Following I approach medicine with a renewed outlook, influenced by my neurodivergence and inspired by my mother’s memory.
Lachlan @Lachlan_ai
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Sandeep Madireddy @Sand3e3p
128 Followers 465 Following Computer Scientist, Mathematics & Computer Science Division, Argonne National Laboratory @argonne. Formerly at @uofcincy, @bitspilaniindia
Michal Valko @misovalko
8K Followers 8K Following Building something new · Chief Models Officer @ Stealth Startup & Inria & MVA - Ex: Llama @AIatMeta Gemini and BYOL @GoogleDeepMind
Matt Karrmann @karrmannmatt
99 Followers 1K Following Mostly just hype-posting about AI stuff, hoping to meet cool people on here Working on Presto @Meta. Views are a superposition of my own and my employer's.
Martin Signoux @MartinSignoux
3K Followers 1K Following Red-teaming innovation, fine-tuning regulation ——— AI policy @OpenAI
Piyalitt Ittichaiwong @piyalitt_i
158 Followers 1K Following Ph.D. student in Biomedical Engineering & Imaging Sciences at King's College London | Medical doctor | Siriraj hospital, Thailand
(((ل()(ل() 'yoav)))... @yoavgo
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Sam Bowman @sleepinyourhat
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@emilymbender.bsky.so... @emilymbender
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Ai2 @allen_ai
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bashu, thanks @bashu_thanks
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Nick @nickcammarata
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Jhourney @jhanatech
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96 Followers 95 Following
Amanda Askell @AmandaAskell
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694 Followers 293 Following University of Arizona, PhD | SEMA Lab | Consciousness, meditation, brain stimulation
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Bryan Johnson @bryan_johnson
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akbir. @akbirkhan
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Patrick McKenzie @patio11
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Misha Glouberman @mishaglouberman
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brooke bowman @gptbrooke
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kamilė @kamilelukosiute
662 Followers 122 Following integrity, rigor, and a touch of chaos | cyber threat modeling @GovAI_
Will Seltzer @willseltzer
210 Followers 742 Following 🔨 machine learning / infrastructure; ex-@stripe, @reddit, ...
Garrison Lovely @GarrisonLovely
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John Y 🔸 @yanjo115
222 Followers 1K Following building. ex-anthropic, ex-meta 🔸 10% Pledge with @givingwhatwecan
Henry de Zoete @HZoete
3K Followers 4K Following Visiting Fellow and Senior Adviser at Oxford Martin AI Governance Initiative. Former YC start up founder, angel investor and govt adviser on AI.
Janet Egan @janet_e_egan
708 Followers 452 Following AI and National Security. Senior Fellow at CNAS. views are my own.
Jared Moore @jaredlcm
222 Followers 301 Following @jaredlcm.bsky.social AI Researcher, Writer Stanford
Jonathan Gorard @getjonwithit
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