For developers & solo builders shipping with AI
Not vibe coding.Production engineering with AI.
AI gives you speed; we give you the engineering. Build production-quality software — tested, secure, scalable — as fast as you vibe-code.
Take the free scorecard — in minutes you’ll see:
26 years building web apps · 2 IPOs · AI Lecturer at SWPS University · Using Cursor since 2023, Claude Code and Codex since early beta · CTO at TasteRay (built with AI)
Creator of wondel.ai Skills — 1.1k+ ⭐ on GitHubYou ship fast, but context engineering and extensibility are still prototype-grade — that’s what stands between you and production.
- •Switch to an agent-first tool
- •Install the Context7 MCP
- •Write your first CLAUDE.md
- •Try Plan mode on a real change
- •Author 2–3 custom commands
- •Add the GitHub MCP
Here's exactly what you'll get
The moment you finish, you get a personalized report built from your answers — your score, where you’re still prototype-grade, and the fastest path to production.
- Your score (0–75) and tier — from Newbie to Expert
- A per-section breakdown of where you’re still prototype-grade
- A 30/60/90-day playbook + a fix-it guide for every miss
You ship fast, but context engineering and extensibility are still prototype-grade — that’s what stands between you and production.
- •Switch to an agent-first tool
- •Install the Context7 MCP
- •Write your first CLAUDE.md
- •Try Plan mode on a real change
- •Author 2–3 custom commands
- •Add the GitHub MCP
Three steps to your number
Answer 25 quick questions
~8 minutes. One tap per question. No account needed to see your score.
Get your score instantly
Your 0–75 score, your tier, and a per-section breakdown of where you’re still prototype-grade.
Unlock your plan & level up
Add your email to unlock your 30/60/90 playbook and fix-it guides — then ship production-grade with Developer Toolkit.
Free · 25 questions · ~8 minutes
How production-grade is your AI engineering?
Three free scorecards — for developers & solo builders, tech leads, and founders & C-level. Each takes ~8 minutes and ends with a personalized 30/60/90-day plan to ship products, not prototypes.
AI Developer / Solo Builder Scorecard
25 questions across tooling, context, MCP, parallelism, vibe coding, and ops. Score 0–75, find your tier (Newbie → Expert), and see how production-grade your AI engineering really is.
Take the Developer / Solo Builder ScorecardTech Lead Scorecard
25 questions across shared standards, review gates, rollout, team-scale workflow, enablement, and ops. Score 0–75, find your tier (Lone Wolf → Org Amplifier), and see how production-grade your team's AI engineering is.
Take the Tech Lead ScorecardC-Level / Founder Scorecard
25 questions across adoption, governance, infra, parallelism, enablement, and ROI. Score 0–75, find your tier (Reactive → Strategic Leader), get a board-ready risk register.
Take the C-Level / Founder ScorecardTrusted by teams that ship with AI.
Engineering teams at these companies use Cursor, Claude Code, and Codex with Developer Toolkit.
Used by engineering teams at
The scorecard measures it. Developer Toolkit teaches it.
Six dimensions separate a fast prototype from production-grade software. Wherever you’re still prototype-grade, there’s a track that levels you up — fast.
Tooling & subscription
Get onto terminal/agent-first tools and the plan that actually fits your usage. Stop topping out at copy-paste productivity.
Context engineering
CLAUDE.md, memory, and rules so your agent starts every session informed — not blind.
Extensibility
Skills, MCP servers, subagents, and hooks that turn a stock assistant into your own custom tooling.
Parallelism & automation
Run multiple agents, git worktrees, and auto-PR workflows instead of single-threaded prompting.
Vibe coding & docs
Know when to reach for Lovable vs Claude Code — and keep library docs in context so the agent stops hallucinating.
Operations & hygiene
Cost monitoring, secrets management, and portable dotfiles so your setup survives scaling.
Anyone can ship a prototype. The hard part is production.
From First Prompt
to Deployed Code.
Complete workflows from initial idea to production deployment. Not isolated tips — real end-to-end patterns that ship.
# .cursor/rules/react-components.mdc
---
description: React component patterns
globs: "src/components/**/*.tsx"
---
// Always use named exports
// Include proper TypeScript interfaces
// Extract hooks into custom hooks when > 3 lines
// Use composition over prop drilling
const Component = ({ data }: Props) => {
const { state, handlers } = useComponentLogic(data);
return <View state={state} {...handlers} />;
};Code That Passes
Security Audits.
Architecture, testing, and documentation patterns that satisfy the strictest code reviews. Built for teams that can't afford shortcuts.
// .claude/hooks/pre-commit.sh
# Auto-run before every commit
// Hook: lint and test changed files only
const changedFiles = await getChangedFiles();
await Promise.all([
runESLint(changedFiles),
runTypeCheck(),
runTests({ related: changedFiles }),
]);
// Hook: auto-update CLAUDE.md context
await updateProjectContext({
schema: 'auto-detect',
routes: 'auto-detect',
});Fast Today.
Faster Tomorrow.
Every pattern you learn compounds. Week 1 saves you an hour. Month 3 saves you a day. The ROI accelerates.
$ codex --ask-for-approval on-failure
> "Add pagination to the /api/users endpoint
with cursor-based navigation and rate limiting"
✓ Added cursor-based pagination to API route
✓ Rate limiting middleware configured
✓ TypeScript types updated
✓ Integration tests passing
✓ OpenAPI spec regenerated
// All in a single prompt, verified in sandboxWhat's Inside? 400+ Articles. 1,000+ Prompts. Zero Fluff.
60+ daily lessons, 180+ numbered tips, 100+ recipes, and 1,000+ copy-paste prompts for Cursor, Claude Code, and Codex — from first install to enterprise rollout.
Getting Started
Your launchpad to AI-assisted development. Why AI coding tools matter, what makes each one different, and quick wins you can apply today.
Tool Comparison
Cursor vs Claude Code vs Codex vs Copilot vs Windsurf. Feature matrix, pricing analysis, cost optimization, and migration guides.
Cursor Mastery
From zero to power user. 20 daily lessons and 110+ tips covering Tab, Agent mode, rules, checkpoints, and large-codebase strategies.
Claude Code
Terminal-first agentic coding. Subagents, hooks, slash commands, memory, MCP, GitHub Actions, and cost control.
Codex CLI
OpenAI's coding agent, from CLI to cloud. AGENTS.md, parallel cloud tasks, worktrees, GitHub and Slack integration, and SDK automation.
Shared Workflows
Tool-agnostic mastery. MCP ecosystem with 20 guides, agent skills, context management, testing, enterprise adoption, and migration playbooks.
Recipe Cookbook
100+ numbered copy-paste recipes. React, Next.js, Vue, Node, Python, Go, Rust, databases, DevOps, error handling, and mobile.
Deployment & Ops
Security operations, compliance automation, cost control, CI/CD pipelines, monitoring, and incident response.
Resources
FAQ, glossary, learning paths, troubleshooting, what's new, and community resources.
Quick Reference
Command and config references, keyboard shortcuts, model comparison, migration checklist, and pricing calculator.
Is this for you?
You know AI tools are the future. The question is whether you'll master them — or keep experimenting without a system.
Perfect for you if...
- You've tried AI coding tools but your output is inconsistent
- You want to be the AI expert your team turns to for guidance
- You use Cursor, Claude Code, or Codex and want production-grade results
- You're tired of AI code that works in demos but breaks in production
- You want to demonstrate measurable productivity gains to your team or leadership
Not for you if...
- You're looking for a magic button that writes code for you
- You only need AI for occasional scripts or one-off tasks
- You're not willing to invest 15-30 minutes per day learning
- You prefer figuring everything out by trial and error
15-30 minutes per day
Most developers see results within 2 weeks. Short lessons designed for busy schedules.
Choose your path to mastery.
Cursor, Claude Code, and Codex are updated weekly. Our content tracks every release — so you always have production-ready patterns at your fingertips.
Individual
For developers who ship.
Cancel anytime
- Full learning vault—every guide, recipe, and deep-dive
- All four ebooks included — EPUB & PDF downloads, in English and Polish
- Cursor, Claude & Codex mastery tracks that cut shipping time by 3×
- Real-world project walkthroughs from zero to production
- Discord community for peer help and mentorship
- Access documentation source code on GitHub
- Submit changes and pull requests to documentation
- Migration playbooks from Copilot or legacy IDEs
- Continuous updates as tools evolve
Team
Multiply your engineering velocity.
Cancel anytime
- Everything in Individual × unlimited seats
- All users from your email domain
- All four ebooks for every seat — EPUB & PDF
- One company invoice with VAT
- Priority support response times
Enterprise
Accelerate your entire organization.
unlimited seats
- Everything in Team
- Unlimited seats
- Dedicated Customer Success Manager
- Custom onboarding and training
- White-label & on-premise options
- License to modify documentation internally
- Priority roadmap influence
- SLA and dedicated support
The math
It pays for itself in 13 minutes.
Every guide is built to save you more than that in a single session. If it doesn’t — 30-day money-back guarantee.
How we compare
| Free YouTube | Official Docs | Developer Toolkit | |
|---|---|---|---|
| Content | Scattered, often outdated | Feature reference only | 400+ structured tutorials |
| Updates | Rarely updated | Release notes only | Weekly updates |
| Learning Path | Figure it out yourself | No guidance | Beginner → Advanced tracks |
Content
- Free YouTube: Scattered, often outdated
- Official Docs: Feature reference only
- Developer Toolkit: 400+ structured tutorials
Updates
- Free YouTube: Rarely updated
- Official Docs: Release notes only
- Developer Toolkit: Weekly updates
Learning Path
- Free YouTube: Figure it out yourself
- Official Docs: No guidance
- Developer Toolkit: Beginner → Advanced tracks
Bring the whole team along.
Between the solo subscription and a full transformation: get your team on one plan and one workflow — a shared-seat subscription plus an optional hands-on workshop. Set up in a short call, no procurement required.
Team plan
The full library for everyone on your domain — one price, one invoice.
unlimited seats on your company domain
- Everything in Individual, for every teammate
- All four ebooks (EPUB & PDF) for each seat
- Priority support response times
- One invoice — no per-seat billing to manage
Team Enablement Workshop
A hands-on half-day that gets everyone building the same way.
half-day, live · up to 15 developers
- Live, hands-on session on your own repositories
- Shared rules, CLAUDE.md and a review-ready workflow
- Recording plus a starter playbook your team keeps
- 3 months of the Team plan for attendees included
Just for you?
Bring your whole team to production-grade.
The subscription teaches one developer at a time. These engagements move the whole team: we audit how your developers build today, install modern agentic workflows, and coach your people until the new approach sticks — with adoption measured from day one.
Audit + Implementation
The full transformation: diagnosis, working setup, training and measurable adoption.
- Everything in the AI Engineering Audit
- Working setup: CLAUDE.md and rules files, MCP servers, CI integration
- 3–4 hands-on workshops + a pilot with 1–2 teams
- Weekly office hours through the rollout
- Adoption metrics: active usage, AI-assisted share, PR cycle time
- 12 months of Developer Toolkit access for the whole team
Adoption guarantee — if agreed usage targets aren’t met by week 8, you get an extra month of advisory free.
15 minutes, no obligation — we’ll look at how your team builds today.
AI Engineering Audit
Know exactly where your team stands — and what to fix first.
- Interviews with developers and leads
- Review of repos, configs and AI-tooling telemetry
- Team maturity scorecard with gap analysis
- Prioritized 90-day roadmap
- Executive readout for leadership
100% credited toward Audit + Implementation.
Ongoing Advisory
The tools change monthly. Your setup keeps up.
- Two office-hours sessions per month with your leads
- Async support between sessions
- Monthly briefing: what changed in the tools, what to adopt
- Continuous tuning of rules, agents and CI guardrails
Who delivers
Every engagement is delivered personally by Michał Jaskólski — 26 years in software, 2 IPOs, CTO, author of The AI Engineering Handbook and the 400+ guides on this site. Capacity is deliberately limited.
The math
Even a modest 10% productivity lift on a 25-developer team would free up more than the flagship fee each month — the engagement is designed to pay for itself.
Included with every plan
Four books on shipping with AI — yours free.
Every paid subscription unlocks all four expert guides — 348 chapters across the cross-tool Handbook and three deep, tool-specific books — as EPUB and PDF, in English and Polish.
The AI Engineering Handbook
Cursor, Claude Code & Codex — The Craft of Shipping with AI
AI Engineering with Cursor
The Complete Guide to AI-Native Development in the Cursor IDE
AI Engineering with Claude Code
A Practical Guide to Agentic Development in the Terminal
AI Engineering with Codex
Building with OpenAI Codex from the CLI to the Cloud
Common questions
Everything you need to know before subscribing.
Most developers use only 20% of what these tools can do. The gap isn't knowing the tools exist — it's knowing how to use them for production code. We cover advanced context management, custom hooks, Codex SDK, MCP integrations, multi-file workflows, and enterprise patterns that aren't in any official docs. Even power users discover techniques that save them hours every week.
Free tutorials show isolated features. We teach complete workflows—from initial prompt to deployed production code. You'll learn how to combine techniques, avoid common pitfalls, and build maintainable systems. Plus, our content is updated weekly as tools evolve.
Each lesson takes 15-30 minutes. Our "Quick Wins" section has copy-paste recipes you can use immediately. Most developers see productivity gains within 2 weeks of starting.
Yes. One click in your account settings. No questions asked, no hoops to jump through. Your access continues until the end of your billing period.
Yes. 30-day money-back guarantee, no questions asked. If you're not satisfied for any reason, just email us and we'll refund you immediately.
You keep full access until the end of the period you've already paid for — the subscription simply doesn't renew. Your account stays in place, so you can pick up where you left off anytime. Any ebooks you've downloaded are yours to keep.
Yes. Payments are handled by Polar, our merchant of record, which issues an invoice for every charge with the applicable VAT or sales tax for your country. It lands in your inbox right after payment — ready to expense or pass to your accountant.
Unlimited seats for one flat price. Everyone with an email address on your company domain gets full access automatically — no per-seat billing, no invites to manage. Need custom onboarding, white-label, or an on-premise option? That's the Enterprise tier.
Our 100+ recipes cover React, Next.js, Vue, Python, Node.js, Go, Rust, and more. The core patterns work with any stack. We focus on principles that transfer across languages and frameworks.
Still have questions? Contact us
Ship products, not prototypes. Start with your score.
In about 8 minutes, see how production-grade your AI engineering is — and the fastest path to shipping real software. Free, instant, no account needed.
7-day free trial • Cancel anytime • 30-day money-back guarantee