Saltar al contenido

1041: Connection Is Not Cognition: Why Multi-Agent Systems Silently Fail, with Dr. Vijoy Pandey

3 de noviembre de 2026 · 1 h 18 min

Notas del episodio

In Episode #1041, Dr. Vijoy Pandey (SVP and General Manager of Outshift, Cisco's incubation engine) returns for a third visit to explain why multi-agent systems fail without anyone noticing. Agents from different vendors, clouds and organisations can now exchange perfectly valid messages, but connection is not cognition: they do not agree on what those messages mean. Vijoy's team analyzed multi-agent sessions from its own production deployments and from public traces, and found a cognitive failure in every single one. In this episode, he lays out the kinds of failure he sees and how fast they compound, introduces the open-source observability platform and protocols Outshift has shipped to catch and correct drift mid-task, details a record-breaking quantum network running on real New York City fiber, and explains why probabilistic AI software running on deterministic hardware is a mismatch worth fixing.


Production note: This episode was recorded before the Internet of Cognition software shipped, so a few names changed between recording and release.

  • OXP is now SCOPE — System for Cognitive Observability, Provenance & Explainability.

  • ACCORD and CONCORD are the protocol names, not acronyms (Vijoy calls them acronyms in the episode).

  • All three:⁠ github.com/ioc-project⁠

Additional materials: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠www.superdatascience.com/1041⁠⁠⁠⁠⁠


Interested in sponsoring a SuperDataScience Podcast episode? Email [email protected] for sponsorship information.⁠⁠⁠ In this episode you will learn:

  • (00:04:01) Why connection is not cognition
  • (00:08:04) What the cognitive failure data showed
  • (00:20:35) The lane-assist model for keeping agents aligned
  • (00:34:03) Scaling out superintelligence, not up
  • (00:44:47) Why probabilistic software needs probabilistic hardware

Todos los episodios de Super Data Science: ML & AI Podcast with Jon Krohn

Ajustes

Visualización

Idioma

Determina qué emisoras ves primero en la página de inicio.

Historial

Las emisoras y episodios escuchados recientemente y tus últimas búsquedas solo se guardan en este navegador.

Avisos

Un breve aviso cuando un pódcast que sigues tiene un episodio nuevo. Puedes desactivar pódcast concretos con la campana de su página.

Cuenta

Guarda tus favoritos: en la app y en la web.

Atajos de teclado

/
Abrir búsqueda
Espacio
Reproducir o pausar
← →
En el reproductor: 15 s atrás, 30 s adelante (episodios) · en una fila: siguiente tarjeta
↑ ↓
En una fila: destino dentro de la tarjeta
Inicio / Fin
En una fila: primera o última tarjeta
Esc
Cerrar ventana o menú
?
Este resumen
Reproduciendo ahora

Ir a la emisora

A continuación

    Añade episodios con «A continuación»: sonarán después del episodio actual.