From Two Prep Agents to Shared Intent

Using their own podcast preparation, Nathan Labenz and Vijoy Pandey show how agents could negotiate goals, preserve context, and collaborate directly.

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Episode notes

Vijoy Pandey of Outshift by Cisco lays out his vision for an “Internet of Cognition,” where AI agents can share context, build reputation, and collaborate safely at scale. He offers a useful mental model for superintelligence: progress has to scale in two directions — up, through better individual models, and out, through networks of agents and humans thinking together. The conversation explores how distributed, protocol-driven agent systems could give enterprises fine-grained permissions, auditability, and controlled interfaces, in contrast to today’s centralized frontier models. Vijoy also walks through Cisco’s internal CAIPE system of 20 cooperating agents, the open-source AGNTCY project, and a live multi-agent healthcare demo spanning diagnostics, insurance, pharmacy, and scheduling.

LINKS:

AGNTCY Project
- Open source multi-agent infrastructure under Linux Foundation governance. Covers discovery, identity, communication, observability. Vijoy walks through the architecture at [00:34:57] and [00:41:17].
Scaling Out Superintelligence Whitepaper
- The technical whitepaper detailing the Internet of Cognition architecture, three-layer stack, and cognition state protocols. Referenced at [01:25:40].
Internet of Cognition Interactive Demo
- Clickable walkthrough showing per-agent activity, intent, context, and collective reasoning across a multi-agent SRE system. Vijoy demos at [01:26:20].
CAIPE Project (GitHub)
- Cloud Native AI Platform Engineer. Multi-agent system with participation from Adobe, AWS, Cisco, Nike. 20 agents, 100+ tool calls, 10+ workflows. Referenced at [00:11:52].

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CHAPTERS:

(00:00) About the Episode

(04:16) Cisco and networking foundations

(13:34) Jarvis and ASI vision (Part 1)

(18:16) Sponsors: Tasklet | VCX

(21:09) Jarvis and ASI vision (Part 2) (Part 1)

(31:46) Sponsor: Claude

(33:59) Jarvis and ASI vision (Part 2) (Part 2)

(34:00) Practical multi-agent examples

(50:02) Multi-agent plumbing architecture

(01:01:44) Agent identity and TBAC

(01:15:23) Internet of cognition fabric