# Vulnerability management at AI speed. [CyberWire-X]

Page: https://stenobird.com/podcast/cyberwire-daily-454880/vulnerability-management-at-ai-speed-cyberwire-x
Text version: https://stenobird.com/podcast/cyberwire-daily-454880/vulnerability-management-at-ai-speed-cyberwire-x.md
Podcast: [CyberWire Daily](https://stenobird.com/podcast/cyberwire-daily-454880)
Published: 2026-06-14T05:00:00+00:00
Episode link: https://thecyberwire.com/podcasts/cyberwire-x/56/notes
Audio file: https://pdst.fm/e/pdrl.fm/85df76/traffic.megaphone.fm/CYBW4680446922.mp3
Processing state: not_requested
JSON: https://stenobird.com/v1/public/podcasts/cyberwire-daily-454880/episodes/vulnerability-management-at-ai-speed-cyberwire-x
Duration seconds: 1454

## Resource

In large enterprise software companies, vulnerability management teams are facing unprecedented speed and scale as AI accelerates both discovery and exploitation of security issues. In this episode of CyberWire-X, N2K’s Dave Bittner is joined by Adobe’s Daniel Ventura, Senior Manager of the Vulnerability Operations Center, and Sangeeta Arora, Director of Vulnerability Management, to discuss how Adobe is evolving its vulnerability management strategy to keep pace with AI-driven threats. They share real world insights on prioritization, crossteam partnership, and how modern programs can balance speed with meaningful risk reduction. Learn more about your ad choices. Visit megaphone.fm/adchoices

## Actions

- request_transcript: `POST https://stenobird.com/v1/public/podcasts/cyberwire-daily-454880/episodes/vulnerability-management-at-ai-speed-cyberwire-x/transcription-requests` — Idempotently request low-priority transcript generation for this episode.
- read_markdown: `GET https://stenobird.com/podcast/cyberwire-daily-454880/vulnerability-management-at-ai-speed-cyberwire-x.md` — Read the agent-friendly Markdown representation of this episode resource.

A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed.

## Transcript

Full transcripts are not published on public pages unless there is a clear rights basis.