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DisCIPL: MIT CSAIL’s Two-Role AI for Collaborative Reasoning

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Manage episode 525094763 series 3690682
Content provided by Mike Breault. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Mike Breault or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

We dive into DisCIPL (Decentralized Collaborative Intelligent Planning Language model), a two-part framework that splits reasoning into a planner LM that writes a task-specific program and a swarm of cheap follower LMs that execute in parallel. The planner acts as a blueprint-writer and gatekeeper, guiding thousands of quick, inexpensive attempts and filtering them against constraints. This setup lets small, affordable models match or beat a single giant model on hard tasks—from precise rhyming to strict-budget itineraries—while delivering huge efficiency gains. We also explore how this approach points toward fully recursive, self-steering AI and the future of scalable, autonomous problem solving.

Note: This podcast was AI-generated, and sometimes AI can make mistakes. Please double-check any critical information.

Sponsored by Embersilk LLC

  continue reading

1607 episodes

Artwork
iconShare
 
Manage episode 525094763 series 3690682
Content provided by Mike Breault. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Mike Breault or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

We dive into DisCIPL (Decentralized Collaborative Intelligent Planning Language model), a two-part framework that splits reasoning into a planner LM that writes a task-specific program and a swarm of cheap follower LMs that execute in parallel. The planner acts as a blueprint-writer and gatekeeper, guiding thousands of quick, inexpensive attempts and filtering them against constraints. This setup lets small, affordable models match or beat a single giant model on hard tasks—from precise rhyming to strict-budget itineraries—while delivering huge efficiency gains. We also explore how this approach points toward fully recursive, self-steering AI and the future of scalable, autonomous problem solving.

Note: This podcast was AI-generated, and sometimes AI can make mistakes. Please double-check any critical information.

Sponsored by Embersilk LLC

  continue reading

1607 episodes

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