Data Science at Home
Episodes

May 14, 2025
May 14, 2025
26 min
In this gripping follow-up, we dive into how AI is transforming kinetic operations—from identifying a threat to executing a strike.
🔍 Highlights from this episode:
How AI compresses the OODA loop (Observe, Orient, Decide, Act)
The spectrum of autonomy: human-on-the-loop vs. human-out-of-the-loop
Real-world systems like loitering munitions (Switchblade, Harpy) and Selective Ground Response AI (SGR-AI)
The ethical and legal dimensions of delegating lethal decisions to machines
As the lines blur between algorithm and operator, we explore who—or what—is pulling the trigger.
Sponsors
Warcoded 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
Warcoded 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
#Warcoded #DataScienceAtHome #AI #AutonomousWeapons #MilTech #DefenseTech #KillChain #OODAloop #LAWs #EdgeAI #Podcast

Oct 21, 2024
Oct 21, 2024
21 min
Can AI really out-compress PNG and FLAC? 🤔 Or is it just another overhyped tech myth? In this episode of Data Science at Home, Frag dives deep into the wild claims that Large Language Models (LLMs) like Chinchilla 70B are beating traditional lossless compression algorithms. 🧠💥
But before you toss out your FLAC collection, let's break down Shannon's Source Coding Theorem and why entropy sets the ultimate limit on lossless compression.
We explore: ⚙️ How LLMs leverage probabilistic patterns for compression 📉 Why compression efficiency doesn’t equal general intelligence 🚀 The practical (and ridiculous) challenges of using AI for compression 💡 Can AI actually BREAK Shannon’s limit—or is it just an illusion?
If you love AI, algorithms, or just enjoy some good old myth-busting, this one’s for you. Don't forget to hit subscribe for more no-nonsense takes on AI, and join the conversation on Discord!
Let’s decode the truth together. Join the discussion on the new Discord channel of the podcast https://discord.gg/4UNKGf3
Don't forget to subscribe to our new YouTube channel
https://www.youtube.com/@DataScienceatHome
References
Have you met Shannon? https://datascienceathome.com/have-you-met-shannon-conversation-with-jimmy-soni-and-rob-goodman-about-one-of-the-greatest-minds-in-history/

Sep 2, 2024
Sep 2, 2024
26 min
The hype around Generative AI is real, but is the bubble about to burst? Join me as we dissect the recent downturn in AI investments and what it means for the tech giants like OpenAI and Nvidia. Could this be the end of the AI gold rush, or just a bump in the road?
References
http://garymarcus.com/index.html
https://garymarcus.substack.com/p/why-the-collapse-of-the-generative?r=8tdk6&utm_source=substack&utm_medium=email
https://www.theinformation.com/articles/openai-makes-a-60-million-hardware-startup-bet?utm_source=substack&utm_medium=email

Aug 8, 2024
Aug 8, 2024
32 min
In this insightful episode, we dive deep into the pressing issue of data privacy, where 86% of U.S. consumers express growing concerns and 40% don't trust companies to handle their data ethically. Join us as we chat with the Vice President of Engineering at MetaRouter, a cutting-edge platform enabling enterprises to regain control over their customer data. We explore how MetaRouter empowers businesses to manage data in a 1st-party context, ensuring ethical, compliant handling while navigating the complexities of privacy regulations.
Sponsors
Intrepid AI (https://intrepid.ai) is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months
References
https://www.metarouter.io/post/mastering-data-governance-why-governance-at-the-point-of-collection-is-a-must-have
https://hubs.ly/Q02HwJly0
https://www.metarouter.io/post/why-privacy-sandbox-is-a-good-paradigm-shift-for-consumers

Jun 22, 2024
Do you really know how GPUs work? (Ep. 259)
Jun 22, 2024
Jun 22, 2024
36 min
Join us in this exciting episode of the Data Science at Home podcast. It's all about GPUs. We'll take you on a journey through the inner workings of these powerful processors, explaining how they handle complex computations and drive everything from gaming graphics to scientific simulations. Whether you're a budding programmer or a tech enthusiast, understanding GPUs is key to unlocking new levels of performance and efficiency in your projects. Tune in and get ready to turbocharge your tech knowledge!
Sponsors
Intrepid AI (https://intrepid.ai) is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months.

Jun 1, 2024
Jun 1, 2024
29 min
In this last episode of the series "Rust in the Cosmos" we speak about what happens in space, what projects are currently active and what happened in the past that we can learn from?
What about Rust and space applications? As always, let's find out ;)
Sponsors
Arctic Wolf Learn what the new year holds for ransomware as a service, Active Directory, artificial intelligence and more when you download the 2024 Arctic Wolf Labs Predictions Report today at arcticwolf.com/datascience
Intrepid AI (https://intrepid.ai) is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months.
Amethix works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Defense, Robotics and Predictive maintenance.
Communities
Intrepid AI, AeroRust, Bytenook
Intrepid AI Discord https://discord.gg/cSSzche6Ct
Intrepid AI website: https://intrepid.ai
AeroRust Discord invite: https://discord.com/invite/6jJyx5nEUq
AeroRust website: AeroRust.org
References
Workshop https://github.com/AeroRust/nanosat-workshop
Embassy - https://github.com/embassy-rs/embassy
Software based fault redundancy, (Errata: it's not from NASA) : https://ieeexplore.ieee.org/document/1402092
Whitehouse paper for memory safe languages https://www.whitehouse.gov/wp-content/uploads/2024/02/Final-ONCD-Technical-Report.pdf

May 10, 2024
May 10, 2024
44 min
In this episode of "Rust in the Cosmos" we delve into the challenges of building embedded applications for space. Did you know that once you ship your app to space... you can't get it back? :P
What role is Rust playing here? Let's find out ;)
Sponsors
Arctic Wolf Learn what the new year holds for ransomware as a service, Active Directory, artificial intelligence and more when you download the 2024 Arctic Wolf Labs Predictions Report today at arcticwolf.com/datascience
Intrepid AI (https://intrepid.ai) is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months.
Amethix works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Defense, Robotics and Predictive maintenance.
Communities
AeroRust, Intrepid, Bytenook
AeroRust Discord invite: https://discord.com/invite/6jJyx5nEUq
AeroRust website: AeroRust.org
Intrepid AI Discord https://discord.gg/cSSzche6Ct
Intrepid AI website: https://intrepid.ai
References
Workshop https://github.com/AeroRust/nanosat-workshop
Embassy - https://github.com/embassy-rs/embassy
Software based fault redundancy, (Errata: it's not from NASA) : https://ieeexplore.ieee.org/document/1402092
Whitehouse paper for memory safe languages https://www.whitehouse.gov/wp-content/uploads/2024/02/Final-ONCD-Technical-Report.pdf

Apr 11, 2024
Apr 11, 2024
26 min
In this inaugural episode of "Rust in the Cosmos," we delve into the intricacies of communication in space and some of the challenges in space application development.
Sponsors
Intrepid AI (https://intrepid.ai) is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months.
Amethix works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Defense, Robotics and Predictive maintenance.

Feb 16, 2024
Feb 16, 2024
19 min
In this episode of Data Science at Home, we explore the game-changing impact of low-code solutions in robotics development. Discover how these tools bridge the coding gap, simplify integration, and enable trial-and-error development. We'll also uncover challenges with traditional coding methods using ROS. Join us for a concise yet insightful discussion on the future of robotics!
Sponsors
Intrepid AI is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months.
Learn what the new year holds for ransomware as a service, Active Directory, artificial intelligence and more when you download the 2024 Arctic Wolf Labs Predictions Report today at arcticwolf.com/datascience

Jan 30, 2024
Jan 30, 2024
57 min
Join us in a dynamic conversation with Yori Lavi, Field CTO at SQream, as we unravel the data analytics landscape. From debunking the data lakehouse hype to SQream's GPU-based magic, discover how extreme data challenges are met with agility. Yori shares success stories, insights into SQream's petabyte-scale capabilities, and a roadmap to breaking down organizational bottlenecks in data science. Dive into the future of data analytics with SQream's commitment to innovation, leaving legacy formats behind and leading the charge in large-scale, cost-effective data projects. Tune in for a dose of GPU-powered revolution!
References
SQream - GPU-based Big Data Platform
Patents Assigned to SQREAM TECHNOLOGIES LTD