Vadim Kuhay

I’m a humble system designer, team builder, and player-coach.

This is my curated space for engineering fragments,
field-tested insights, artifacts, code snippets,
reflections, and adventurous stories from the scene.

Architecture is trust.
Code is conversation.
Velocity comes from clarity.

Want to talk shop?

I’m often on Discord, swapping ideas and field notes with peers and learners alike.
Speaking candidly, I am keen on separating that which matters from that which wouldn’t.
Please DM riddler9297 then we can talk, join each other communities, code together.

Hacker Forecast: Trends You Won’t Hear from Gartner

2023: The Final Industrial Revolution → The herald in Wetware Revolution; the last revolution.
2022: Scarcity brings back Engineering → Hardware wall + War for Survival ⇒ Pure Brilliance.
2025: Kakistocracy & Circus Maximus → "The circus has left, but the clowns are still here."

🚜 - Migration is completed at v3.0.0.

Wanna see my résumé?

See a release bundle at 🔗 v2.3.0: Leadership résumé – coaching, CTO roles (hands-on).
Engineering résumé – code craft, production, profit.
Creative résumé – teams, systems, vision, disruption.

Looking for me elsewhere?

Company: asei.systems and email vadim@asei.systems.
Have a programming competition? 🤗 please, send invite to rIdd13r@pm.me.
Want to collaborate on a technology book? 🤔 email me at work vadim@asei.systems.

Chronology of my Adventures

MIT Says Your AI Stinks. Here’s Why. And how to fix.

3 minute read

AI Adoption Predictions Supported by Emerging Reality.

Pure Gold: The AI Integration that Just Works

4 minute read

Magic in phases of AI: Phase 1 - AI-Integration.

The AI Success Story Nobody’s Talking About: How “Boring” Architecture Beats Hype

3 minute read

The most valuable AI integration deployment by a company you’ve never heard of.

The Reluctant Consultant’s Guide: T&M in the AI Failure Era

5 minute read

When you’re not ready for SaaS, but you’re done with W2. The honest guide.

The µSaaS Founder’s Guide: Building AI Success in Enterprise Cracks

8 minute read

Stop building ChatGPT wrappers. Start finding enterprise cracks.

AI Integration Architecture for Enterprise

7 minute read

Most practical AI integration architecture.

Amazing LinkedIn: A Human Problem!

4 minute read

A hacker-led experiment on what really works — and what doesn’t — on LinkedIn.

LinkedIn: Conclusion - Enshittification

7 minute read

A hacker-led experiment on what really works — and what doesn’t — on LinkedIn.

How to Game LinkedIn Like a Pro

4 minute read

A hacker-led experiment on what really works — and what doesn’t — on LinkedIn.

What is LinkedIn really good for?

6 minute read

A hacker-led experiment on what really works — and what doesn’t — on LinkedIn.

The AI Evolution Playbook: Why 80% Will Fail

10 minute read

Probabilistic evolution of AI in Corporate America.

American AI Integration Trap

3 minute read

Candid assessment of AI Adoption in Corporate America.

Learn ML Fast

less than 1 minute read

Oops! Fixing an old model.