



Newsletter
Newsletter
Enter the Operator.
Real-world applications. Tools, automation, honest insights, failures, and resources I actually use in practice to build with AI.
Build real things with AI.
Learn what works.
See what breaks.
Build real things with AI.
Learn what works.
See what breaks.
Hi i'm Adam , product builder, UX thinker, frontend developer and now a hands-on AI automation engineer. For over a decade, I’ve been building digital things that work in the real world. But the way we build is shifting.
What used to take a team, a sprint, a roadmap, and a few weeks now sometimes takes one person, a prototype, and a powerful set of AI tools.
From no-code flows to agent orchestration and context-aware APIs, the stack has changed — and with it, so has the role of the builder.
It’s more experimental.
Sometimes it clicks. Sometimes it breaks.
It’s disorienting and fascinating all at once.
Working with AI often feels like walking through a labyrinth that constantly reshapes itself. Just when you find a path that works, a new model moves the walls, a tool updates its logic, and the exit is somewhere else entirely.
Yesterday’s shortcut is today’s dead end. And yet, somehow, we keep moving, mapping, testing, and rebuilding as we go.
That’s why I created PragmaticAI Operator, a monthly newsletter where I share what works, what fails, and what’s worth your time.
What to expect:
✔ Practical AI workflows for automation and prototyping
✔ Field-tested learnings, wins, and mistakes
✔ Tools like n8n, Bolt, Replit, Supabase, Cursor, Claude & APIs
✔ Curated resources that might be of interest
If you're rethinking how to build, automate, or prototype with AI, welcome to the control room.
Clear signals.
No noise.
Monthly dispatch.
— Adam
Hi i'm Adam , product builder, UX thinker, frontend developer and now a hands-on AI automation engineer. For over a decade, I’ve been building digital things that work in the real world. But the way we build is shifting.
What used to take a team, a sprint, a roadmap, and a few weeks now sometimes takes one person, a prototype, and a powerful set of AI tools.
From no-code flows to agent orchestration and context-aware APIs, the stack has changed — and with it, so has the role of the builder.
It’s more experimental.
Sometimes it clicks. Sometimes it breaks.
It’s disorienting and fascinating all at once.
Working with AI often feels like walking through a labyrinth that constantly reshapes itself. Just when you find a path that works, a new model moves the walls, a tool updates its logic, and the exit is somewhere else entirely.
Yesterday’s shortcut is today’s dead end. And yet, somehow, we keep moving, mapping, testing, and rebuilding as we go.
That’s why I created PragmaticAI Operator, a monthly newsletter where I share what works, what fails, and what’s worth your time.
What to expect:
✔ Practical AI workflows for automation and prototyping
✔ Field-tested learnings, wins, and mistakes
✔ Tools like n8n, Bolt, Replit, Supabase, Cursor, Claude & APIs
✔ Curated resources that might be of interest
If you're rethinking how to build, automate, or prototype with AI, welcome to the control room.
Clear signals.
No noise.
Monthly dispatch.
— Adam
Hi i'm Adam , product builder, UX thinker, frontend developer and now a hands-on AI automation engineer. For over a decade, I’ve been building digital things that work in the real world. But the way we build is shifting.
What used to take a team, a sprint, a roadmap, and a few weeks now sometimes takes one person, a prototype, and a powerful set of AI tools.
From no-code flows to agent orchestration and context-aware APIs, the stack has changed — and with it, so has the role of the builder.
It’s more experimental.
Sometimes it clicks. Sometimes it breaks.
It’s disorienting and fascinating all at once.
Working with AI often feels like walking through a labyrinth that constantly reshapes itself. Just when you find a path that works, a new model moves the walls, a tool updates its logic, and the exit is somewhere else entirely.
Yesterday’s shortcut is today’s dead end. And yet, somehow, we keep moving, mapping, testing, and rebuilding as we go.
That’s why I created PragmaticAI Operator, a monthly newsletter where I share what works, what fails, and what’s worth your time.
What to expect:
✔ Practical AI workflows for automation and prototyping
✔ Field-tested learnings, wins, and mistakes
✔ Tools like n8n, Bolt, Replit, Supabase, Cursor, Claude & APIs
✔ Curated resources that might be of interest
If you're rethinking how to build, automate, or prototype with AI, welcome to the control room.
Clear signals.
No noise.
Monthly dispatch.
— Adam