{"podcast":{"title":"Risky Business Features","slug":"risky-business-features-7716365","podcast_index_feed_id":7716365,"rss_url":"https://risky.biz/feeds/risky-business-features/","website_url":"https://risky.biz/","image_url":"https://risky.biz/static/img/rb-feed-features.png","author":"Risky.biz","episode_count":32,"summary":"Join reformed CTO James Wilson as he dives deep on cybersecurity topics through an enterprise lens. From solo content and interviews with CISOs and researchers to vendor and startup deep dives, James does a bit of everything.","last_synced_at":"2026-07-16T16:20:32.872024+00:00","page_url":"https://stenobird.com/podcast/risky-business-features-7716365"},"episode":{"title":"A deep dive on AI model distillation attacks","slug":"a-deep-dive-on-ai-model-distillation-attacks","published_at":"2026-04-29T04:24:47+00:00","page_url":"https://stenobird.com/podcast/risky-business-features-7716365/a-deep-dive-on-ai-model-distillation-attacks","show_page_url":"https://stenobird.com/podcast/risky-business-features-7716365","url":"https://risky.biz/RBFEATURES17/","audio_url":"https://dts.podtrac.com/redirect.mp3/media3.risky.biz/RBFEATURES17.mp3","summary":"In this solo episode of Risky Business Features James Wilson explores how distillation techniques are both a legitimate way to train smaller models, as well as a way to steal model capabilities. It’s not just a problem for frontier labs! Any LLM-based product could have its competitive advantage stolen through these attacks. James covers: High-level concept of distillation Why it matters including close/open-weight/open-source explanation Types of distillation and the prompts used The distillation pipeline end to end Distillation at scale and mitigation techniques Hardware resource constraints for distillation","meta_description":"In this solo episode of Risky Business Features James Wilson explores how distillation techniques are both a legitimate way to train smaller models, as we…","key_points":[],"chapters":[],"topics":[],"duration_seconds":4328,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/risky-business-features-7716365/episodes/a-deep-dive-on-ai-model-distillation-attacks/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/risky-business-features-7716365/a-deep-dive-on-ai-model-distillation-attacks.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}