by Dev and Doc
Bringing doctors and developers together to unlock the potential of AI in healthcare. Together, we can build models that matter. 🤖👨🏻⚕️ Hello! We are Dev & Doc, Zeljko and Josh :) Josh is a Neurologist, AI Researcher and Clinical AI Lead. Zeljko is an AI engineer, CTO and associate professor (UCL) ------------- Substack- https://aiforhealthcare.substack.com/ YT - https://youtube.com/@DevAndDoc
Language
🇺🇲
Publishing Since
8/21/2023
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July 16, 2026
Do big frontier models outperform narrow AI tools? Here we look into the healthcare domain, where a paper titled "General-purpose large language models outperform specialized clinical AI tools on medical benchmarks" was making headlines. The paper seemed to suggest that frontier LLMs from OpenAI and Gemini appeared to outperform more specialised clinical AI tools. However, there is more than meets the eye here. In this episode Dev and Doc deep dive into the fascinating debate of whether generalised LLMs do indeed outperform smaller specialised models.<br><br>👋 Hey! If you are enjoying our conversations, reach out, share your thoughts and journey with us. Don't forget to subscribe whilst you're here :)<br><br>2:25 intro - Does the convention still hold?<br>7:05 what about coding? How general is a task<br>8:38 data availability - Healthcare's data dichotomy<br>11:14 OpenEvidence Nature paper start<br>12:33 Context from a Doctor before AI<br>21:58 paper break down - benchmarks methodology<br>31:59 how to design clinical rubrics<br>34:22 OpenEvidence rebuttal<br>37:20 Conclusion & discussion<br>46:59 how to improve the research<br><br>To support us <a href="https://buymeacoffee.com/devanddoc">buymeacoffee.com/devanddoc</a><br><br>👨🏻⚕️Doc - Dr. Joshua Au Yeung - <a href="https://www.linkedin.com/in/dr-joshua-auyeung/">https://www.linkedin.com/in/dr-joshua-auyeung/</a><br>🤖Dev - Zeljko Kraljevic <a href="https://twitter.com/zeljkokr">https://twitter.com/zeljkokr</a><br><br>YT - <a href="https://youtube.com/@DevAndDoc">https://youtube.com/@DevAndDoc</a><br>Spotify - <a href="https://podcasters.spotify.com/pod/show/devanddoc">https://podcasters.spotify.com/pod/show/devanddoc</a><br>Apple - <a href="https://podcasts.apple.com/gb/podcast/dev-and-doc-ai-for-healthcare-podcast/id1751495120">https://podcasts.apple.com/gb/podcast/dev-and-doc-ai-for-healthcare-podcast/id1751495120</a><br>Substack - <a href="https://aiforhealthcare.substack.com/">https://aiforhealthcare.substack.com/</a><br><br>For enquiries - 📧Devanddoc@gmail.com<br><br>🎞️Editor- Dragan Kraljević <a href="https://www.instagram.com/dragan_kraljevic/">https://www.instagram.com/dragan_kraljevic/</a><br>🎨Brand design and art direction - Ana Grigorovici <a href="https://www.behance.net/anagrigorovici027d">https://www.behance.net/anagrigorovici027d</a>
June 29, 2026
<p>Dev and Doc are back after a Hiatus! We've been busy, but we are back to discuss Claude Fable 5, Anthropic's most powerful LLM yet.</p><p>Despite its impressive benchmark-crushing performance, the model has a few problems around anxiety, privacy, cheating in testing environments and overguardrailing. It's going to be a fun one :)</p><p>👋 Hey! If you are enjoying our conversations, reach out, share your thoughts and journey with us. Don't forget to subscribe whilst you're here :)</p><p>00:00 Start/ Life updates<br>05:47 Introduction to Fable / Mythos<br>10:04 System card - benchmarks, alien languages<br>13:22 Anthropic’s fear-mongering led to regulation<br>18:00 Our thoughts - Quality of outputs, personality traits, anxiety<br>30:20 Some other advances- awareness of training environment, healthcare</p><p><strong>To support us:</strong><br><a href="https://buymeacoffee.com/devanddoc">buymeacoffee.com/devanddoc</a></p><p><strong>Hosts:</strong><br>👨🏻⚕️ Doc - Dr. Joshua Au Yeung - <a href="https://www.linkedin.com/in/dr-joshua-auyeung/">LinkedIn</a><br>🤖 Dev - Zeljko Kraljevic - <a href="https://twitter.com/zeljkokr">Twitter</a></p><p><strong>Links:</strong><br>YT - <a href="https://youtube.com/@DevAndDoc">https://youtube.com/@DevAndDoc</a><br>Spotify - <a href="https://podcasters.spotify.com/pod/show/devanddoc">https://podcasters.spotify.com/pod/show/devanddoc</a><br>Apple - <a href="https://podcasts.apple.com/gb/podcast/dev-and-doc-ai-for-healthcare-podcast/id1751495120">Apple Podcasts</a><br>Substack - <a href="https://aiforhealthcare.substack.com/">https://aiforhealthcare.substack.com/</a></p><p>For enquiries - 📧 <a href="mailto:Devanddoc@gmail.com">Devanddoc@gmail.com</a></p><p><strong>Credits:</strong><br>🎞️ Editor - Dragan Kraljević <a href="https://www.instagram.com/dragan_kraljevic/">Instagram</a><br>🎨 Brand design and art direction - Ana Grigorovici <a href="https://www.behance.net/anagrigorovici027d">Behance</a></p>
April 24, 2026
On this episode of <b>Dev and Doc</b>, Doc sits down with <b>Dr Hamilton Morrin</b>, a psychiatrist and doctoral fellow exploring the intersection of AI and psychiatry. Together, we have seen first hand the impact and rise of AI psychosis, and over time we have been mapping out and publishing frontier research on this topic. <br><br>Here we share everything you need to know about the clinical and technical aspects of AI psychosis, and its downstream impacts on society and medicine. <br><br>👋 Hey! If you are enjoying our conversations, reach out, share your thoughts and journey with us. Don't forget to subscribe whilst you're here :) <br><br><b>Timestamps:</b><br>00:00 Introduction, following AI psychosis over time <br>07:29 Themes of AI psychosis / AI-associated delusions <br>14:50 What even is psychosis in mental health context? <br>23:58 Tracking cases of AI psychosis <br>40:27 Is AI psychosis just another wave of technological harm? Or is there a technological difference?<br>47:53 Misalignment between what companies vs engagement<br>54:45 Psychosis bench- benchmarking AI Psychosis propensity in LLMs<br>1:04:40 What can we do about it? <br><br><b>To support us:</b><br><a href="https://www.buymeacoffee.com/devanddoc">buymeacoffee.com/devanddoc</a> <br><br>👨🏻⚕️<b>Doc</b> - Dr. Joshua Au Yeung - <a href="https://www.linkedin.com/in/dr-joshua-auyeung/">LinkedIn</a><br>🤖<b>Dev</b> - Zeljko Kraljevic - <a href="https://twitter.com/zeljkokr">Twitter/X</a><br><br><b>Follow us:</b><br>YT - <a href="https://youtube.com/@DevAndDoc">YouTube</a><br>Spotify - <a href="https://podcasters.spotify.com/pod/show/devanddoc">Spotify</a><br>Apple - <a href="https://podcasts.apple.com/gb/podcast/dev-and-doc-ai-for-healthcare-podcast/id1751495120">Apple Podcasts</a><br>Substack - <a href="https://aiforhealthcare.substack.com/">Substack</a><br><br><b>For enquiries:</b> 📧 <a href="mailto:Devanddoc@gmail.com">Devanddoc@gmail.com</a> <br><br>🎞️ <b>Editor</b> - Dragan Kraljević - <a href="https://www.instagram.com/dragan_kraljevic/">Instagram</a><br>🎨 <b>Brand design and art direction</b> - Ana Grigorovici - <a href="https://www.behance.net/anagrigorovici027d">Behance</a>
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Bringing doctors and developers together to unlock the potential of AI in healthcare. Together, we can build models that matter. 🤖👨🏻⚕️
Hello! We are Dev & Doc, Zeljko and Josh :)
Josh is a Neurologist, AI Researcher and Clinical AI Lead.
Zeljko is an AI engineer, CTO and associate professor (UCL)
Substack- https://aiforhealthcare.substack.com/ YT - https://youtube.com/@DevAndDoc
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