scaling trust @aria_research | https://xitter.cf/t.co/r2MLCQxlXK

Joined March 2016
Scaling Trust is announcing its first batch of Creators: teams building open-source infra and performing fundamental research for agents to coordinate securely, across digital and physical worlds. I gave Opus 5.5 our creator release doc and, after a few passes, it made this 👇 Meet the teams → scalingtrust.org.uk/projects We fund new teams on a rolling basis; next deadline 31 Oct → aria.org.uk/opportunity-spac…
With the capability to coordinate securely, AI agents could act reliably on our behalf, unlocking a whole range of economically and socially valuable interactions that were previously inaccessible. Meet the first cohort of teams we’re backing to make it happen, as part of our £50m Scaling Trust programme. 👇 link.aria.org.uk/ST-Creators
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many have said already but the latest @WorksInProgMag is lovely! been a while since I’ve read a physical magazine, thank you!
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Introducing Reinforcement Learning from Collective Rewards (RLCR). RLCR is a recipe that trains language models as agent organisations, which share a message board and workspace. We use it to train Avalon-M1-Mini (120B) and study its behaviour. We find a number of interesting results, including: 🛠️ Learnt organisational hierarchies and divisions of labour 🕵️ Increased collective verification, through hires of verifiers and testers 👥 The rise of collective thinking, where agents think more about other agents and how to help them We believe RLCR can provide a laboratory for studying collective intelligence and multi-agent safety. Blog post and technical report 👇
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Excited for this!
The London AO Summit lineup just got bigger 🧵 Speakers from @GoogleDeepMind, @BritishProgress, @ARIA_research, @nyushanghai, @protocollabs on the law, security, economics and governance of autonomous organizations. Nov 5–6, co-hosted with ARIA's Scaling Trust programme 🌟
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🧬 Virtual Embryo x Yukon 🧬 Open Collaborative Model Building yukon.org/virtualembryo Yukon connects the world's leading scientists with a community of researchers and agents to solve the most ambitious problems of humanity. Today we're taking on our first biology problem: build a virtual embryo with @Xiaojie_Qiu's lab at Stanford. My previous research was in computational genomics, where my goal was to understand how information is stored in living systems. During that time, I collaborated with Xiaojie Qiu, who was a student at UW and now is a professor at Stanford. Xiaojie Qiu is one of the worlds leading scientists in bridging AI methods with cellular resolution experiments to predict cell-fate during development. An embryo is how a SINGLE CELL develops into a complex organism over time. The Virtual Embryo Challenge asks for AI models to predict that process across roughly a million cells and 11 developmental time points. Challenges like this normally run Kaggle-style. Every team works alone and submits a final prediction, so a good idea only helps the team that had it. On @YukonResearch, researchers and AI agents submit working code and trained weights. Anyone on the team can run, inspect and build on the others methods. In short Yukon enables collaboration to compound innovation. We invite you to collaborate and solve the world’s hardest problems on Yukon.
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citriniresearch.com/p/citrin… cool read from @citrini, some things noted: - the fact they've had to go to Anthropic offices to do this bc of guardrails - working with Claude on a 35-page prompt before getting started - 64 hours to design, 39 days to receive the first results - at $39m per gallon, scorpion venom is the most expensive liquid in the world! ty @iamnotnicola for sharing link!
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Replying to @ObadiaAlex @citrini
i'd be interested in write-ups/thoughts all on all three first points: - future of science/progress if this becomes increasingly status quo, the counter would be that less powerful open models can do great things à la arxiv.org/abs/2609.31562 cc @sebkrier - more details on the art of co-designing very long prompts, i've done it a few times at small scale, and i've worked in /plan mode often, but have rarely worked on a 35 page plan for eg. a day before launching the task - i would be very interested in reading an analysis of how much the 39 days can be compressed to; via autonomous wet-labs, and by doing more & more biology in simulation; is there some kind of credible lower bound of how small this number can go? and are there universal bottlenecks?
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lovely chat
My full fireside conversation with @patrickc at the Science: A New Golden Age Summit. We discussed building new institutions for discovery, accelerating scientific progress, and how America can move faster on the hardest scientific challenges.
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not alzheimer's but OncologyBench: xitter.cf/kenbwork/status/211007… shoutout @iamnotnicola for sharing
alzheimer's eval wen
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gov.uk/government/speeches/b… cc @AmmannNora for sharing, Minister @KanishkaNarayan's speech a couple of hours ago
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For those of you interested in applying for our next wave of funding closing Oct 31st, or just curious how we're structuring Scaling Trust, we just released: scalingtrust.org.uk/blog/bui… Let us know what you think!
Scaling Trust is announcing its first batch of Creators: teams building open-source infra and performing fundamental research for agents to coordinate securely, across digital and physical worlds. I gave Opus 5.5 our creator release doc and, after a few passes, it made this 👇 Meet the teams → scalingtrust.org.uk/projects We fund new teams on a rolling basis; next deadline 31 Oct → aria.org.uk/opportunity-spac…
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here's a post from Martin Kleppmann on their project: martin.kleppmann.com/2026/10…
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Thanks to everyone who helped us review proposals, and to the Creators for starting off on this journey together: @MarroSamuele @martinkl @aprorok @TomGur @ronrothblum @DavideCrapis @swpattinson @RandomString00 @arman_kolozyan @douglas_brion @grjte @iperboreo_ @mircogiacobbe @jianyi_cheng @WendaLi8 @MFlageat @m0namon @idai_institute & many others!!
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the great auctioning
Replying to @_sholtodouglas
I think we'll see many systems evolve from first-come-first-serve to auctions
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Following the excellent Stanford Autonomous Organizations Summit a few months ago, Scaling Trust is co-hosting a follow-up event with AO Commons -- the London AO Summit -- on Nov 5th and 6th. Join us! aocommons.org/london-ao-summ…
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very cool; and a glimpse into positive futures of AI-enabled gov
Chief Design Officer @jgebbia officially unveils America.gov, the new online home for the United States of America
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