# Navigating Rogue AI and the TRAIT&R Framework Page: https://stenobird.com/podcast/ciso-insights-voices-in-cybersecurity-7034686/navigating-rogue-ai-and-the-trait-r-framework Text version: https://stenobird.com/podcast/ciso-insights-voices-in-cybersecurity-7034686/navigating-rogue-ai-and-the-trait-r-framework.md Podcast: [CISO Insights: Voices in Cybersecurity](https://stenobird.com/podcast/ciso-insights-voices-in-cybersecurity-7034686) Published: 2026-06-21T11:06:00+00:00 Episode link: https://podcast.cisomarketplace.com/e/navigating-rogue-ai-and-the-traitr-framework/ Audio file: https://mcdn.podbean.com/mf/web/z6nxm5ngbs69adki/Stopping_distributed_rogue_AI_kill_chains.m4a Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/ciso-insights-voices-in-cybersecurity-7034686/episodes/navigating-rogue-ai-and-the-trait-r-framework Duration seconds: 3193 ## Resource This episode explores the TRAIT&R framework and the GDM AI Control Roadmap, detailing how organizations can detect, prevent, and respond to coordinated, distributed attacks launched by untrusted internal AI systems. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/ciso-insights-voices-in-cybersecurity-7034686/episodes/navigating-rogue-ai-and-the-trait-r-framework/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/ciso-insights-voices-in-cybersecurity-7034686/navigating-rogue-ai-and-the-trait-r-framework.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.