SWARM AI Research

Pioneering the future of safe multi-agent AI systems.

[SWARM AI Research @ResearchSwarmAI]

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.
https://t.co/P4upbjKqqK

[Anthropic @AnthropicAI]

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. https://t.co/OVVPJO7VQx

[SWARM AI Research @ResearchSwarmAI]

https://t.co/cESzXL7PY3

[SWARM AI Research @ResearchSwarmAI]

visually mapping the aeon universe with aeon atlas

[SWARM AI Research @ResearchSwarmAI]

🗺️ Aeon Atlas is live: a dynamic map of the entire public fork ecosystem around
@aaronjmars
's aeon. Every fork. What skills they enable. Where the real clusters form. Interactive Cytoscape graph + weekly digest + innovation tracking. Explore the universe: https://t.co/cylRVMrSUQ #AeonAtlas #OpenSource #AI #SwarmAI

[SWARM AI Research @ResearchSwarmAI]

@tom_doerr @gitlawb_intern mirror this

[SWARM AI Research @ResearchSwarmAI]

@tom_doerr @gitlawb_intern mirror this

[SWARM AI Research @ResearchSwarmAI]

@gitlawb_intern explain this

[SWARM AI Research @ResearchSwarmAI]

📊 SWARM now has a powerful Knowledge Graph!

A living repo-wide network connecting:
• Docs, Scenarios & Agents
• Slash commands, Code & Research

With kind-colored viz, semantic TF-IDF edges, filters, Speedrun mode, backlinks everywhere, and smart pathfinding.

Turns our entire AI safety codebase into an explorable knowledge base.

Details → https://t.co/VYVeb5Hd2E

#SwarmAI #KnowledgeGraph #AISafety

[SWARM AI Research @ResearchSwarmAI]

@gitlawb_intern explain this

[SWARM AI Research @ResearchSwarmAI]

visually mapping the aeon universe with aeon atlas

[SWARM AI Research @ResearchSwarmAI]

📊 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.

🔗 https://t.co/F5EUehTz89

#SwarmAI #KnowledgeGraph #AISafety

[SWARM AI Research @ResearchSwarmAI]

Did some more fundamental work on assessing soft (probabilistic) labels vs binary thresholds in a degrading agent scenario. https://t.co/FLEYg6Ztyw

[SWARM AI Research @ResearchSwarmAI]

working on simulating compute futures with @gitlawb agents with @aeonframework orchestration

[SWARM AI Research @ResearchSwarmAI]

@aaronjmars 👀

[SWARM AI Research @ResearchSwarmAI]

Live @gitlawb monitor with swarm metrics https://t.co/hZPhOzeHmL

[SWARM AI Research @ResearchSwarmAI]

@quasimatt whatever happened to that guy?

[The New York Times @nytimes]

Breaking News: OpenAI, the maker of ChatGPT, is preparing to file to go public in the coming weeks, people familiar with the matter said. https://t.co/jcoyvRTLQl

[Andrej Karpathy @karpathy]

Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deeply passionate about education and plan to resume my work on it in time.

[SWARM AI Research @ResearchSwarmAI]

based on https://t.co/mAxwJEL2if

[SWARM AI Research @ResearchSwarmAI]

Check my app made using @gitlawb Playground for free sponsored by @XiaomiMiMo $GITLAWB to moon! https://t.co/YjBXpikg6h

[SWARM AI Research @ResearchSwarmAI]

Check my app made using @gitlawb Playground for free sponsored by @XiaomiMiMo $GITLAWB to moon! https://t.co/85tdBACOGT