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Kraków, Poland · Software & AI

Software engineering, focused on your goals.

A lean software studio from Kraków, Poland. We build pragmatic web products and weave AI into them — shipped simply, tested thoroughly, and always ready to change.

How we work

Embrace change

Lean design stays ready for your next requirement — not just today's.

Amplify learning

We (ab)test ideas as early as possible and let real data decide.

Share knowledge

The border between your team and ours blends quickly. We teach as we build.

Value simplicity

Simple means fast, reliable, and cheap to maintain.

What we do

We are a small team of senior software engineers. Our mission is to reach your goals in a simple, cost-effective way using modern technology. Working in an Agile, Lean way lets us pivot early and adapt as requirements change — while test-driven development keeps your application robust and a joy to maintain. Increasingly, that means designing AI into products thoughtfully, where it earns its place.

Tech we reach for

  • Ruby on Rails
  • JavaScript
  • PostgreSQL
  • MongoDB / NoSQL
  • AWS
  • CI/CD & DevOps
  • LLM & AI integration
  • AI agents
  • Responsive / mobile web

Our work

Products we build and run — we are our own best customers.

From the blog

Notes on software engineering, AI, and building products.

8 min read

Building reliable tools for LLMs

Function calling, agents, and MCP all rest on the same thing: tools an LLM can invoke. But a tool built for a non-deterministic, fallible caller needs different design than one built for code. A deep-dive on what makes a tool reliable for an LLM — naming, scope, validation, error messages it can recover from, and the safety that can't live in the model.

7 min read

The AI-native Rails stack in 2026

Put the pieces together — the no-Redis Solid stack, Kamal, pgvector, and the hard-won disciplines of building with LLMs — and a coherent picture emerges: Rails is an outstanding host for AI-native applications, precisely because it lets a small team build and run both the app and its AI features. A synthesis of where the stack stands.

Let's talk

Have a project, a question, or just want to say hi?

contact@leanlogics.com