# 951: Context Engineering, Multiplayer AI and Effective Search, with Dropbox’s Josh Clemm Page: https://stenobird.com/podcast/super-data-science/951-context-engineering-multiplayer-ai-and-effective-search-with-dropbox-s-josh-clemm Text version: https://stenobird.com/podcast/super-data-science/951-context-engineering-multiplayer-ai-and-effective-search-with-dropbox-s-josh-clemm.md Podcast: [Super Data Science: ML & AI Podcast with Jon Krohn](https://stenobird.com/podcast/super-data-science) Published: 2025-12-23T12:00:00+00:00 Episode link: https://www.podtrac.com/pts/redirect.mp3/chrt.fm/track/E581B9/arttrk.com/p/VI4CS/pscrb.fm/rss/p/traffic.megaphone.fm/SUPERDATASCIENCEPTYLTD2706861084.mp3?updated=1766483806 Audio file: https://www.podtrac.com/pts/redirect.mp3/chrt.fm/track/E581B9/arttrk.com/p/VI4CS/pscrb.fm/rss/p/traffic.megaphone.fm/SUPERDATASCIENCEPTYLTD2706861084.mp3?updated=1766483806 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/super-data-science/episodes/951-context-engineering-multiplayer-ai-and-effective-search-with-dropbox-s-josh-clemm Duration seconds: 3604 ## Resource VP of Engineering at Dropbox Josh Clemm speaks to Jon Krohn about consolidating search tools across apps with the AI-powered workspace, Dropbox Dash, the new collaborative AI systems that enhance interoperability between team members and their projects, and how to avoid “context rot”. Dropbox Dash gives users the best of Dropbox’s cloud storage and search functions, plus a “universal search” ability to locate information across multimedia and apps. “AI really needs to understand you and your team, first and foremost, and all that connected data,” says Josh. This episode is brought to you by the ⁠⁠Dell⁠⁠, by ⁠⁠Intel⁠⁠, by Airia and by MongoDB. Additional materials: ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠www.superdatascience.com/951⁠⁠⁠⁠ Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information. In this episode you will learn: (01:07) All about Dropbox Dash (10:00) The benefits of browser-embedded AI (22:17) Why context engineering is so critical to agentic systems (37:51) How creating apps helps tech leadership (48:39) When to decide to use data versus intuition ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/super-data-science/episodes/951-context-engineering-multiplayer-ai-and-effective-search-with-dropbox-s-josh-clemm/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/super-data-science/951-context-engineering-multiplayer-ai-and-effective-search-with-dropbox-s-josh-clemm.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.