Data & AI for Devs
Data & AI for Devs is a weekly newsletter for developers shipping AI systems that actually work.
Each week, I cut through the noise to focus on what actually matters when taking AI from idea to production. You’ll get a curated take on the most important AI and ML developments, practical tools and techniques you can apply quickly, and honest lessons learned from shipping AI systems—not just demos or prototypes.
This isn’t a newsletter about chasing trends or rewriting press releases. It’s about understanding why something matters, how it fits into real systems, and what it means for developers, product teams, and technical leaders trying to build reliable AI-powered products.
What you’ll find inside
Week in AI/ML: Key news and releases, with clear commentary on why they matter
Tech Spotlights: Tools, techniques, and workflows that actually speed up your work
Deep Insights: Opinionated takes and real-world lessons from building AI systems
Resources & Q&A: Useful links, community picks, and reader questions
Who this is for
Developers and AI engineers shipping data pipelines and AI applications
Product managers building AI features that actually deliver value
Founders and leaders who want a grounded understanding of AI without the hype
If you care about building AI systems that work in production—not just in notebooks—this newsletter is for you.
About Me
My name is Satish Chandra Gupta. I work at the intersection of data, AI, and product, currently advising teams on building and shipping production-ready AI systems. Previously, I’ve worked at Amazon and Microsoft Research. This newsletter distills my hands-on lessons into practical insights.

