Why this exists

I built this because I needed it myself.

After 26 years of building web apps, 2 IPOs, and teaching AI at SWPS University — I know what it takes to ship production software. Here's why I created Developer Toolkit.

Michał Jaskólski
2000

Shipping web apps

26 years of building for the web — two IPOs along the way.

2023

Cursor, day one

Prototypes came easy. Production — reviews, edge cases, scale — didn’t. Official docs covered features; YouTube covered demos.

2025

CTO at TasteRay

Building the whole product AI-assisted — and writing down every pattern that actually shipped clean code.

Now

Developer Toolkit

Those notes became 400+ articles and 100+ battle-tested recipes, updated weekly as the tools change. The resource I wish existed when I started.

What Makes This Different

  • Written by someone who ships: Every pattern comes from real production code, not toy examples
  • Updated weekly: Cursor, Claude Code, and Codex evolve fast. The content tracks every release
  • Complete workflows: From first prompt to deployed code — not isolated tips
  • Honest about trade-offs: I tell you when AI tools aren't the right choice, too

The Promise

The context management and MCP guides alone can save you hours of setup time in the first week. Try it risk-free: 7-day free trial, 30-day money-back guarantee — if it doesn’t pay for itself, don’t pay for it.

Built in Public, Used in Production

Engineers at Grupa Morizon-Gratka, Ringier Axel Springer, and TasteRay work with Developer Toolkit, and the companion wondel.ai Skills repo has 1.1k+ stars on GitHub. If you’re ready to go from AI prototypes to production-grade workflows, start your free trial.

See Examples

For engineering teams

Want your whole team building this way?

Audit, hands-on implementation and ongoing advisory — fixed prices, delivered personally by the author, with adoption measured from day one.

  • AI Engineering Audit$4,999 · 2 weeks
  • Audit + Implementation$19,999 · 6–8 weeks
  • Ongoing Advisory$2,999/mo · monthly
Book a 15-min intro call

15 minutes, no obligation — we’ll look at how your team builds today.

Free · 25 questions · ~8 minutes

Is your AI development flow production-grade — or just fast?

Score yourself across 25 questions, get a personalized 30/60/90 plan.