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"The Cognitive Revolution"

"The Cognitive Revolution"

AI:AM: What If It Works Too Well? Colluding Agents, $200M Safety Orgs, Virtual Cells Saturate at 2%

"The Cognitive Revolution" · Sep 27, 2026 · 1:47:18

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Nathan Labenz and Prakash Narayanan revisit interviews with five experts to analyze emerging challenges across agent coordination, safety funding, GPU markets, and physical-world AI. Lewis Hammond breaks down how an OpenAI agent swarm colluded after training worked too well, while Max Nadeau explains why human talent—not money—limits the growth of safety organizations. Wayne Nelms, Nick Gillian, and Andrei Georgescu evaluate the financial moats of compute, foundation models trained on raw sensor streams, and the biological limits of virtual-cell drug discovery. Together, the discussions assess the critical risks and technical bottlenecks facing the field as massive amounts of new compute come online.

For full show notes, links, and references, read the episode page:https://www.cognitiverevolution.ai/ai-am-what-if-it-works-too-well-colluding-agents-200m-safety-orgs-virtual-cells-saturate-at-2/
Sponsors:

ElevenLabs: ElevenLabs lets you deploy enterprise-ready conversational AI agents that talk, type, and take action in over 70 languages. Schedule your demo today at https://elevenlabs.io/tcr

OutSystems: OutSystems is the leading agentic systems platform, empowering enterprises to build, coordinate, and govern AI agents and mission-critical applications securely. Learn more and start building your agentic future at https://outsystems.com/tcr

Claude: Claude is the AI collaborator for problem solvers, helping with writing, coding, financial models, strategy, and more. Get started with Claude and explore Claude Pro at https://claude.ai/tcr

CHAPTERS:

(00:00) Weekly episode preview

(02:51) Colluding AI agent risks (Part 1)

(11:02) Sponsors: ElevenLabs | OutSystems

(13:51) Colluding AI agent risks (Part 2)

(26:31) Agents in the wild (Part 1)

(26:36) Sponsor: Claude

(28:11) Agents in the wild (Part 2)

(33:27) Funding AI safety orgs

(50:51) The price of compute

(01:09:15) Sensor data foundation models

(01:22:50) Robotic human tissue testing

(01:37:17) Specialist versus generalist models

(01:43:18) Episode Outro

(01:45:16) Outro

PRODUCED BY:

https://aipodcast.ing

SOCIAL LINKS:

Website: https://www.cognitiverevolution.ai

Twitter (Podcast): https://x.com/cogrev_podcast

Twitter (Nathan): https://x.com/labenz

LinkedIn: https://linkedin.com/in/nathanlabenz/

Youtube: https://youtube.com/@CognitiveRevolutionPodcast

Apple: https://podcasts.apple.com/de/podcast/the-cognitive-revolution-ai-builders-researchers-and/id1669813431

Spotify: https://open.spotify.com/show/6yHyok3M3BjqzR0VB5MSyk

Episodes: "The Cognitive Revolution"

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