Transformuj.AI
VibeCode Lab

What we use.
What works.

Explore the tools we use every day—plus practical resources, patterns, and playbooks for building with AI.
Nothing here is theoretical.

Active Projects1
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Version 2.0 :: 2025 Release

Tools & Methodologies

Explore the tools we use every day—plus practical resources, patterns, and playbooks for building with AI.

App.tsx
import { useAI, generate } from '@lab/core';
import { ProjectCard } from './components';
const LabDashboard = () => {
const { projects } = useAI('getProjects');
return (
<div className="grid gap-6">
{ projects.map(p => (
<ProjectCard key={p.id} />
))}
</div>
);
};

Here are projects we built in our Lab. Some started as experiments. Some became prototypes. Some are running in production today.

ResearchIoTHealthcare

Vetium

Smart mat for monitoring hospitalized animals

Tech Stack
React / TypeScript / Tailwind CSS / Edge Functions / Lovable
ActiveAIAutomation

4L Capital

Closed investment platform for non-public real estate opportunities

Tech Stack
AI / Automation / Data Processing / Platform

Tool matrix

[ 2025 SPEC SHEET ]
Lovable.dev
Official Partner
Rapid delivery of production websites, apps, and client portals.

Method cards

01

Vibe Coding Manifesto

Principles for building with AI.

Vibe Coding Manifesto

Human = AI manager = engineer

  • • Stop writing syntax. Start defining logic.
  • • Write code only when the model fails.
  • • Speed is the #1 metric.
02

MVP in 8 Hours

From zero to deployment in a day.

MVP in 8 Hours

Schedule

  • 09:00 — Problem definition
  • 10:00 — Design system (with AI)
  • 13:00 — Core logic
  • 16:00 — Edge cases
  • 17:00 — Deploy
03

AI Design Sprint

Validate an idea without a backend.

AI Design Sprint

Fail Fast

"Generate a landing page, ads, and emails in one hour. If nobody clicks, don’t build anything."

System Architecture

System prompt templates

The foundation of any AI app: well-defined roles, context, and constraints.

Open library
# System Prompt: Solution Architect
ROLE:Senior software architect focused on pragmatic SMB solutions.
CONTEXT:Your task is to design a lean architecture for [INPUT], using tools that are inexpensive to operate and maintain.
CONSTRAINTS:
  • - Prefer serverless and no-code where it makes sense.
  • - Minimize vendor lock-in.
  • - Optimize for time-to-market.

Materials

Download: PDF documents, methodologies, and practical resources for AI transformation.

104 KB

AI Transformation Methodology

Comprehensive methodology for transforming companies using artificial intelligence. A practical guide from strategy to implementation.

Step-by-step guides

No lectures. We build.

01

Build Phase

We open the code editor in minute one. AI writes ~80%; we provide context, architecture, and guardrails. The stack is defined as we build.

02

Break Phase

We try to break it. We look for hallucinations and edge cases. We test on messy real-world data—not textbook examples.

03

Ship Phase

If it works, we deploy. If not, we iterate. The result is a working tool running on a production domain.

For individuals

Understand AI by using it. Build your own tools—even if you don’t code.

For companies

Validate internal ideas in days, not months. Delivery over slide decks.

VibeCode is a mindset.

[ READY TO BUILD? ]