AI Engineering for Software Engineers
AI Engineering for Software Engineers
Understand how AI works then learn to build and ship real AI Systems.
Understand how AI works then learn to build and ship real AI Systems.
with Alex Razvant · Senior Software Engineer, AI
with Alex Razvant · Senior Software Engineer, AI
AI won’t replace engineers.
But it will change what valuable engineers know.
AI won’t replace engineers.
But it will change what valuable engineers know.
How do you stay valuable as an engineer?
You build depth.
How do you stay valuable as an engineer?
You build depth.
Writing code was never the whole job. Designing, building, and owning the system was. Now with AI being integrated where it produces value, your advantage is understanding what happens underneath AI systems.
Writing code was never the whole job. Designing, building, and owning the system was. Now with AI being integrated where it produces value, your advantage is understanding what happens underneath AI systems.
Whether you are working with coding agents, building AI-powered features, or designing vision, agent, and RAG systems, the tools will change. The fundamentals will not.
Whether you are working with coding agents, building AI-powered features, or designing vision, agent, and RAG systems, the tools will change. The fundamentals will not.
The AI Merge helps software engineers build that advantage
The depth to understand AI end-to-end.
The skill to build and integrate it.
The engineering discipline behind it.
The AI Merge helps software engineers build that advantage
The depth to understand AI end-to-end.
The skill to build and integrate it.
The engineering discipline behind it.
Start with the map behind modern AI systems.

The AI Atlas
A 220+ page animated visual guide to modern AI systems.
The AI Atlas is the starting point for software engineers who want to understand AI systems beyond wrappers and demos. It maps the full AI engineering stack: hardware, GPUs, training, inference, applications, deployment, and what connects them end to end.
What you'll learn:
AI Hardware, GPUs, AI Accelerators
Foundations, training, and inference
Agents, applications, and AI systems
What you'll get:
220+ Visual Slides
190+ technical diagrams and system maps
Animated explanations for complex concepts

The AI Atlas turns complex AI concepts into animated diagrams, system maps, and structured explanations.

The AI Atlas
A 220+ slide visual guide to modern AI systems.
The flagship product for engineers who want the complete map: hardware, models, training, inference, agents, applications, deployment, and the system decisions that connect them.
What you'll learn:
AI Hardware, GPUs, AI Accelerators
Foundations, training, and inference
Agents, applications, and AI systems
INSIDE THE AI ATLAS
A visual map of how modern AI systems actually work.
Learn how hardware, models, inference, deployment and monitoring connect.
Built for software engineers who want the system-level understanding behind AI.
See how hardware, models, inference and deployment connect.
Built for software engineers who want the system-level understanding behind AI.
Built for software engineers who want the system-level understanding behind AI.
220+
Visual slides
Structured visual explanations you can read, revisit, and use as a long-term AI systems reference.
220+
Visual slides
Structured visual explanations you can read, revisit, and use as a long-term AI systems reference.
190+
System Maps
Diagrams that connect hardware, models, training, inference, coding agents and applications.
190+
System Maps
Diagrams that connect hardware, models, training, inference, coding agents and applications.
4
Core AI Layers
First, Hardware. Next, training and deploying models for inference. Finally, all applications of AI.
4
Core AI Layers
First, Hardware. Next, training and deploying models for inference. Finally, all applications of AI.
∞
Mental Models
Every AI Research direction, circles around the core concepts in The AI Atlas.
∞
Mental Models
Every AI Research direction, circles around the core concepts in The AI Atlas.
A few pages from the Atlas
A few pages from the Atlas
Want the full visual map?
Join the waitlist and get early access to The AI Atlas when it launches.
Want the full visual map?
Join the waitlist and get early access to The AI Atlas when it launches.
Want the full visual map?
Join the waitlist and get early access to The AI Atlas when it launches.
You'll be notified when AI Atlas launches.
Latest AI Engineering field notes
Latest
AI Engineering
field notes
Latest
AI Engineering
field notes
WHY IT’S DIFFERENT
Ignoring hype.
Focus on engineering.
Every guide, course, and product aims to connect the full system.
BEFORE
AI Summaries
THE AI MERGE
Technical Deep Dives
BEFORE
Prompt lists and demo wrappers
THE AI MERGE
Understanding AI Systems
BEFORE
Isolated tutorials
THE AI MERGE
Fundamentals, engineering and applications
WHY IT’S DIFFERENT
Ignore the hype.
Focus on engineering.
Every guide, course, and product aims to connect the full system.
BEFORE
AI Summaries
THE AI MERGE
Technical Deep Dives
BEFORE
Prompt lists and demo wrappers
THE AI MERGE
Understanding AI Systems
BEFORE
Isolated tutorials
THE AI MERGE
Fundamentals, engineering and applications
Ignore the hype.
Focus on engineering.
Every guide, course, and product aims to connect the full system.
BEFORE
AI Summaries
THE AI MERGE
Technical Deep Dives
BEFORE
Prompt lists and demo wrappers
THE AI MERGE
Understand AI Systems
BEFORE
Isolated tutorials
THE AI MERGE
Fundamentals, engineering and apps
FIELD NOTES FOR BUILDERS
Learn what actually matters when building with AI.
Join 10,000+ engineers. No hype. No prompt lists. Just useful notes for engineers building depth.
No spam. Just technical AI systems content and product updates.
Unsubscribe at any time.
FIELD NOTES FOR BUILDERS
Learn what matters when building with AI.
Join 10,000+ engineers. No hype.
Just useful notes for engineers building depth.
No spam. Just technical AI systems content.
Unsubscribe at any time.



Hey, my name is Alex
I’m Alex Razvant, the founder of The AI Merge.
For the past decade, I’ve worked across software, machine learning, deep learning, generative AI and computer vision.
My path has taken me from publishing computer vision research, to building perception systems for autonomous driving, in-store vision systems for retail, freelance AI projects, and now software and AI systems at Axon.
I create visual guides, courses, field notes and deep dives on the full stack behind modern AI systems.
My goal is simple: help engineers understand AI deeply enough to build real systems with it.
I’m Alex Razvant, the founder of The AI Merge.
For the past decade, I’ve worked across software, machine learning, deep learning, generative AI and computer vision.
My path has taken me from publishing computer vision research, to building perception systems for autonomous driving, in-store vision systems for retail, freelance AI projects, and now software and AI systems at Axon.
I create visual guides, courses, field notes and deep dives on the full stack behind modern AI systems.
My goal is simple: help engineers understand AI deeply enough to build real systems with it.


