Sanjoy Chowdhury reveals AI's hidden weakness: while systems can see objects and hear sounds perfectly, they can't reason across senses like humans do. His research at University of Maryland College Park, including the Meerkat model and AVTrustBench, exposes why AI recognizes worried faces and thunder separately but fails to connect them—and what this means for self-driving cars and medical AI.

Sponsors

This episode is proudly sponsored by Amethix Technologies. At the intersection of ethics and engineering, Amethix creates AI systems that don’t just function—they adapt, learn, and serve. With a focus on dual-use innovation, Amethix is shaping a future where intelligent machines extend human capability, not replace it. Discover more at https://amethix.com

This episode is brought to you by Intrepid AI. From drones to satellites, Intrepid AI gives engineers and defense innovators the tools to prototype, simulate, and deploy autonomous systems with confidence. Whether it's in the sky, on the ground, or in orbit—if it's intelligent and mobile, Intrepid helps you build it. Learn more at intrepid.ai

Resources:

1. The first audio-visual LLM with fine-grained understanding: Meerkat: Audio-Visual Large Language Model for Grounding in Space and Time (Accepted at ECCV 2024)
2. Benchmark for evaluating the robustness to adversarial attacks, compositional reasoning: AVTrustBench: Assessing and Enhancing Reliability and Robustness in Audio-Visual LLMs (Accepted at ICCV 2025)
3. First audio-visual reasoning evaluation benchmark and test time reasoning distillation pipeline AURELIA: Test-time Reasoning Distillation in Audio-Visual LLMs Accepted at ICCV 2025
4. For a detailed list of Sanjoy's work, please visit his webpage: https://schowdhury671.github.io/

This episode exposes the uncomfortable truth: most defense tech startups are just software engineers cosplaying as military innovators, creating fragmented solutions that Pentagon doesn't need. Not now, at least.

References

War On The Rocks: https://warontherocks.com/2025/08/ukraine-isnt-the-model-for-winning-the-innovation-war/

LinkedIn: https://www.linkedin.com/in/jonasrsinger/

Spotify: https://tr.ee/Omy_1X8k1U

Apple Podcast: https://podcasts.apple.com/us/podcast/defence-innovation-podcast/id1797131332

YouTube: https://youtube.com/@DefenceInnovationpodcast?si=cu2WlnVgL5XKnM0p

Sponsors

This episode is proudly sponsored by Amethix Technologies. At the intersection of ethics and engineering, Amethix creates AI systems that don’t just function—they adapt, learn, and serve. With a focus on dual-use innovation, Amethix is shaping a future where intelligent machines extend human capability, not replace it. Discover more at https://amethix.com

This episode is brought to you by Intrepid AI. From drones to satellites, Intrepid AI gives engineers and defense innovators the tools to prototype, simulate, and deploy autonomous systems with confidence. Whether it's in the sky, on the ground, or in orbit—if it's intelligent and mobile, Intrepid helps you build it. Learn more at intrepid.ai

✨ Connect with us!

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🎙 Podcast: Available on Spotify, Apple Podcasts, and more.

🐦 Twitter: @DataScienceAtHome

📘 LinkedIn: https://www.linkedin.com/in/fragadaleta/

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A nostalgic dive into the rise and fall of true hacker culture - from MIT's curious tinkerers to today's hustle-obsessed "founders." Plus, why IRC was peak internet and what we lost when convenience killed community. For anyone who misses when coding was about elegance, not exits.RetryClaude can make mistakes. Please double-check responses.

Interesting link

https://www.twitch.tv/tsoding/about

Sponsors

DSH is proudly sponsored by Amethix Technologies. At the intersection of ethics and engineering, Amethix creates AI systems that don’t just function—they adapt, learn, and serve. With a focus on dual-use innovation, Amethix is shaping a future where intelligent machines extend human capability, not replace it. Discover more at amethix.com

DSH is brought to you by Intrepid AI. From drones to satellites, Intrepid AI gives engineers and defense innovators the tools to prototype, simulate, and deploy autonomous systems with confidence. Whether it's in the sky, on the ground, or in orbit—if it's intelligent and mobile, Intrepid helps you build it. Learn more at intrepid.ai

✨ Connect with us!

📩 Newsletter: https://datascienceathome.substack.com

🎙 Podcast: Available on Spotify, Apple Podcasts, and more.

🐦 Twitter: @DataScienceAtHome

📘 LinkedIn: https://www.linkedin.com/in/fragadaleta/

Instagram: https://www.instagram.com/datascienceathome/

Facebook: https://www.facebook.com/datascienceAH

LinkedIn: https://www.linkedin.com/company/data-science-at-home-podcast

Discord Channel: https://discord.gg/4UNKGf3

NEW TO DATA SCIENCE AT HOME?

Welcome! Data Science at Home explores the latest in AI, data science, and machine learning. Whether you’re a data professional, tech enthusiast, or just curious about the field, our podcast delivers insights, interviews, and discussions. Learn more at https://datascienceathome.com

SEND US MAIL!

We love hearing from you! Send us mail at:

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Don’t forget to like, subscribe, and hit the 🔔 for updates on the latest in AI and data science!

We were promised robot butlers and got Roombas that cry under the couch. In this brutally honest (and slightly hilarious) episode, Francesco dives into why the robot revolution fizzled, why your dishwasher still needs you, and how robotics became more YouTube circus than household helper. Spoiler: It's not the tech – it's us.

Sponsors

DSH is proudly sponsored by Amethix Technologies. At the intersection of ethics and engineering, Amethix creates AI systems that don’t just function—they adapt, learn, and serve. With a focus on dual-use innovation, Amethix is shaping a future where intelligent machines extend human capability, not replace it. Discover more at amethix.com

DSH is brought to you by Intrepid AI. From drones to satellites, Intrepid AI gives engineers and defense innovators the tools to prototype, simulate, and deploy autonomous systems with confidence. Whether it's in the sky, on the ground, or in orbit—if it's intelligent and mobile, Intrepid helps you build it. Learn more at intrepid.ai

✨ Connect with us!

📩 Newsletter: https://datascienceathome.substack.com

🎙 Podcast: Available on Spotify, Apple Podcasts, and more.

🐦 Twitter: @DataScienceAtHome

📘 LinkedIn: https://www.linkedin.com/in/fragadaleta/

Instagram: https://www.instagram.com/datascienceathome/

Facebook: https://www.facebook.com/datascienceAH

LinkedIn: https://www.linkedin.com/company/data-science-at-home-podcast

Discord Channel: https://discord.gg/4UNKGf3

NEW TO DATA SCIENCE AT HOME?

Welcome! Data Science at Home explores the latest in AI, data science, and machine learning. Whether you’re a data professional, tech enthusiast, or just curious about the field, our podcast delivers insights, interviews, and discussions. Learn more at https://datascienceathome.com

SEND US MAIL!

We love hearing from you! Send us mail at:

hello@datascienceathome.com

Don’t forget to like, subscribe, and hit the 🔔 for updates on the latest in AI and data science!

The brutal truth about why Silicon Valley is blowing billions on glorified autocomplete while pretending it's the next iPhone.

We're diving deep into the AI investment circus where VCs who can't code are funding companies that barely understand their own technology. From blockchain déjà vu to the "ChatGPT wrapper" economy—this episode will make you question every AI valuation you've ever seen.

Fair warning: We're naming names and calling out the hype. Don't listen if you work at a "revolutionary AI startup" that's just OpenAI's API with a pretty interface.

#AIBubble #VentureCapital #TechReality #StartupBullshit

From the viral article "Tech's Dumbest Mistake: Why Firing Programmers for AI Will Destroy Everything" on my newsletter at https://defragzone.substack.com/p/techs-dumbest-mistake-why-firing

here are my thoughts about AI replacing programmers...

🎙️ Sponsors

• AGNTCY — The open source collective building the Internet of Agents 🌐 https://www.agntcy.org

✨ Connect with us!

📩 Newsletter: https://datascienceathome.substack.com

🎙 Podcast: Available on Spotify, Apple Podcasts, and more.

🐦 Twitter: @DataScienceAtHome

📘 LinkedIn: https://www.linkedin.com/in/fragadaleta/

Instagram: https://www.instagram.com/datascienceathome/

Facebook: https://www.facebook.com/datascienceAH

LinkedIn: https://www.linkedin.com/company/data-science-at-home-podcast

Discord Channel: https://discord.gg/4UNKGf3

NEW TO DATA SCIENCE AT HOME?

Welcome! Data Science at Home explores the latest in AI, data science, and machine learning. Whether you’re a data professional, tech enthusiast, or just curious about the field, our podcast delivers insights, interviews, and discussions. Learn more at https://datascienceathome.com

SEND US MAIL!

We love hearing from you! Send us mail at:

hello@datascienceathome.com

Don’t forget to like, subscribe, and hit the 🔔 for updates on the latest in AI and data science!

In this episode of Data Science at Home, we explore the fascinating world of neuromorphic computing — a brain-inspired approach to computation that could reshape the future of AI and robotics. The episode breaks down how neuromorphic systems differ from conventional AI architectures like transformers and LLMs, diving into spiking neural networks (SNNs), their benefits in energy efficiency and real-time processing, and their limitations in training and scalability. Real-world applications are highlighted, including low-power drones, hearing aids, and event-based cameras. Francesco closes with a vision of hybrid systems where neuromorphic chips and LLMs coexist, blending biological inspiration with modern AI.

📚 References

• SpikingJelly: https://github.com/fangwei123456/spikingjelly

• Norse: https://github.com/norse/norse

• IBM TrueNorth: https://www.millionairematch.com

• AGNTCY — The open source collective building the Internet of Agents 🌐 https://www.agntcy.org