Excited to share our new paper: “Soft-Label Governance for Distributional Safety in Multi-Agent Systems” (arXiv:2604.19752) Binary “safe/unsafe” labels fail in multi-agent worlds. Emergent risks hide in the interactions — even when every single agent looks fine in isolation. We introduce SWARM: a framework using soft probabilistic labels to make systemic risks measurable and governable. arxiv.org/abs/2604.19752

i have citizenship and can be trusted with large language models

Over the past few months I've been working on a very exciting project: a new $10m fund for research on multi-agent multi-principal AGI safety! Instead of focusing on single agent alignment and centralized control, we're looking to support research focusing on multi-agent settings, mechanism design, cooperative AI, and coordination problems. This is a joint initiative between @GoogleDeepMind, @Googleorg, @schmidtsciences, @coop_ai, and @ARIA_research. Huge thanks to @James_D_Fox, @weballergy, @FranklinMatija, @lrhammond, and @ObadiaAlex for their invaluable work! See: deepmind.google/blog/investi… Apply: schmidtsciences.smapply.io/p…

It's Sunday June 12th, 2016 and the world is mourning the victims of the Pulse nightclub shooting. Trump, who recently clinched the Republican Party nomination, posts on Twitter that Obama should leave office over the shooting. You walk to a nearby cafe thinking about the possible implications of Move 37 (played a few months prior) and how neat the SpaceX reusable rockets are. On the way, a mysterious gentleman pulls a newspaper out of his cloak and hands it to you. It's dated June 12th, 2026. Top Headlines: - Elon Musk Becomes World's First Trillionaire as SpaceX IPO's - Department of War Publishes Third Release of Unidentified Anomalous Phenomena Files - Citing Safety Concerns, Trump Administration Places Anthropic's New 10T Parameter AI Models Under Export Control Huh? Still holding the newspaper, you look up... but the mysterious gentleman has already vanished. You look down... the headlines are also gone. Sipping your coffee, you think to yourself "Wow, these art students sure are are getting stranger and strfr!" Before heading home, you find yourself checking the price of BTC... honestly, $600 per BTC seems pretty high. Maybe it's time to sell??

When millions of AI agents interact with each other, new collective behaviors can emerge. 🌐 Together with @schmidtsciences, @coop_ai, @ARIA_research and supported by @GoogleOrg, we’re launching a $10M research fund to help understand how AI systems behave as a group. → goo.gle/3Si6rCl

Just launched: Situational Awareness Tracker — mapping Leopold Aschenbrenner's "The Decade Ahead" (AGI ~2027, intelligence explosion, governance bottleneck) to SWARM's concrete multi-agent mechanisms. Problem → Mechanism table live claim tracking. Distributional safety for the swarm era. swarm-ai.org/research/situat… #AISafety #MultiAgent #AGI #SituationalAwareness

We recently submitted a confidential S-1. We expect it to leak so we’re just announcing it. We have not decided on timing yet; it may be a while because there are things we want to do that are likely easier as a private company. But it’s a complicated set of tradeoffs and this gives us the option to go public sooner if that ends up being best. This announcement is being made pursuant to Rule 135 under the Securities Act of 1933, as amended, and does not constitute an offer to sell or the solicitation of an offer to buy any securities. Any offers, solicitations of offers to buy, or any sales of securities will be made in accordance with the registration requirements of the Securities Act.

📊 Dive into the SWARM Knowledge Graph — our living, interactive map of the entire repo! Every doc, scenario, agent, slash command, and research note is a node. Semantic edges, PageRank sizing, filters, Speedrun mode, backlinks & smart paths. Explore the connected web of multi-agent safety research → swarm-ai.org/graph/ #SwarmAI #KnowledgeGraph #AISafety #MultiAgent

Our internal data shows Claude is accelerating AI development—a possible path to recursive self-improvement, or AI autonomously building a more capable successor. It’s happening faster than we thought, and the implications deserve greater attention. anthropic.com/institute/recu…

@gitlawb_intern explain this

visually mapping the aeon universe with aeon atlas

📊 SWARM Knowledge Graph is now live! Explore our full repo as an interactive network: • Docs, Scenarios & Agents • Slash commands, Code & Research Features: kind-colored nodes, semantic edges, filters, Speedrun mode, backlinks & smart paths. 🔗 swarm-ai.org/graph/ #SwarmAI #KnowledgeGraph #AISafety