Data Science at Home

A classifier went from a $200M to a $7.5B valuation in 24 days. We've seen this before: blockchain. Same hype, same irrational money. And no, it's not like the dot-com fiber boom: fiber lasts decades, GPUs go obsolete in a couple of years. Who pays when the music stops?

Struggling with AI and Software? Here is my new book available for purchase on https://mythicaltokenmonth.com/

Come have a chat on our Discord Channel: 
https://discord.gg/4UNKGf3

Buy me a coffee
https://ko-fi.com/datascience

Check my company Amethix Technologies https://amethix.com 

References

https://mythicaltokenmonth.com/
https://www.anthropic.com/research/AI-assistance-coding-skills
https://the-decoder.com/ai-coding-tools-hurt-learning-unless-you-ask-why-anthropic-study-finds/
https://advait.org/files/lee_2025_ai_critical_thinking_survey.pdf
https://www.theregister.com/software/2025/02/11/some-workers-are-already-outsourcing-their-brains-to-ai/1094150
https://avweb.com/news/faa-urges-maintenance-of-manual-flight-skills/

Anthropic: AI assistance and coding skills
The Decoder on the Anthropic study
Lee et al., CHI 2025 (PDF)
The Register on the Microsoft study
AVweb: FAA urges maintenance of manual flight skills

 

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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

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I wrote a chess engine that beats real players. I still can't play chess.
Developers who hand their coding to AI are heading the same way: they can build the machine but can't play the game. We go through the evidence (Anthropic, METR, Microsoft/CMU), the best counterarguments, and the habits that protect your skills. The main one: never generate more code than you can read.

Struggling with AI and Software? Here is my new book available for purchase on https://mythicaltokenmonth.com/

Come have a chat on our Discord Channel: 
https://discord.gg/4UNKGf3

Buy me a coffee
https://ko-fi.com/datascience

Check my company Amethix Technologies https://amethix.com 

References

https://mythicaltokenmonth.com/

 

✨ Connect with us!
Personal newsletter: https://defragzone.substack.com
📩 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

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!

DHH told Rails World that hand-written code is over, that HEY's backend is being AI-rewritten in Rust ("amazing, as long as you never look at it"), and that developer happiness no longer matters. This episode checks his statements.

 

Struggling with AI and Software? Here is my new book available for purchase on https://mythicaltokenmonth.com/

Come have a chat on our Discord Channel: 
https://discord.gg/4UNKGf3

Buy me a coffee
https://ko-fi.com/datascience

Check my company Amethix Technologies https://amethix.com 

References

https://mythicaltokenmonth.com/

 

✨ Connect with us!
Personal newsletter: https://defragzone.substack.com
📩 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

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!

Fifty years ago Fred Brooks showed why adding more people to a late project makes it later. Today we do the same thing with tokens — more context, more autonomy, same myth, different currency.

Struggling with AI and Software? Here is my new book available for purchase on https://mythicaltokenmonth.com/

Come have a chat on our Discord Channel: 
https://discord.gg/4UNKGf3

Buy me a coffee
https://ko-fi.com/datascience

Check my company Amethix Technologies https://amethix.com 

References

https://mythicaltokenmonth.com/

 

✨ Connect with us!
Personal newsletter: https://defragzone.substack.com
📩 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

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!

A 2025 solo-author paper on non-generative decision models, a 2026 frontier-lab launch that looks a lot like it, and what these fast, non-autoregressive models can and can't actually do.

Struggling with AI and Software? Here is my new book available for purchase on https://mythicaltokenmonth.com/

Come have a chat on our Discord Channel: 
https://discord.gg/4UNKGf3

Buy me a coffee
https://ko-fi.com/datascience

Check my company Amethix Technologies https://amethix.com 

References

https://typesafe.ai/
https://arxiv.org/pdf/2503.23303
https://huggingface.co/spaces/convaiinnovations/laya-demo

✨ Connect with us!
Personal newsletter: https://defragzone.substack.com
📩 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

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!