Amit Upadhyay
Senior Software Engineer · AI Systems & Architecture
I write production-grade deep dives on AI architecture, model engineering, and the systems that make intelligent products work at scale.
AI Wisdom is where I document the layer that often gets skipped: the decisions between a promising paper, a clean demo, and a reliable deployment. The site is free, structured as learning paths, and backed by a community space for questions and corrections.
No hype. Just systems thinking.
- Explain trade-offs before recommending tools
- Connect articles to glossary terms, patterns, case studies, and the landscape
- Prefer working examples and tests over abstract diagrams alone
- Keep the learning path free, trackable, and useful without a paywall
From theory to deployment.
The ecosystem frequently jumps from academic papers straight to unreliable demos, skipping the middle layer: production engineering.
Every topic is designed to be read, visualized, animated, tested, and built. That structure turns passive reading into a visible learning journey.
The community channels keep that journey alive: ask follow-up questions in Discord, watch video breakdowns on YouTube, follow build notes on X, discuss topics on Reddit, and read cross-posts on Dev.to.
What you can use here
Learning Paths
Seventeen domains arranged into topic journeys with Read, See, Animate, Test, and Build modes.
Open →Deep Dives
Long-form articles that explain production trade-offs, implementation details, and architectural failure modes.
Open →Reference Layer
Glossary terms, patterns, case studies, radar notes, and the model/tool landscape connected back to topics.
Open →Practice Loop
Playground tools, certification paths, and a learning passport for tracking progress through the full workflow.
Open →Learn in public, then bring questions back.
Use the site for the structured path, then choose the channel that fits: Discord for quick discussion, YouTube for walkthroughs, X for updates, Reddit for threaded community questions, and Dev.to for article cross-posts.