Coding Is Solved. Engineering IT Isn't.
We help engineering teams build the right AI development process — from domain knowledge extraction to tools, skills, and measurement — for production-grade agentic development.
What We Do
We help engineering teams build, test, and optimize AI development — from agent tooling to skills to measurement.
Development Process Design
Tools without process are just expensive toys.
We design how your team works with AI — from extracting domain knowledge to structuring agent workflows. Our domain modelers turn business expertise into AI-ready context that generic tools can't replicate.
Learn moreHarness Engineering
The agent isn't the variable — its tools are.
We configure and optimize the complete AI development harness: tools, MCP servers, context management. The right harness turns an average agent into an exceptional one.
Learn moreSkills Development
Skills are software. They need testing and measurement.
We build, test, and iterate on custom skills — from team-specific domain knowledge to universal coding patterns. Treated as first-class software artifacts, not throwaway prompts.
Learn moreMeasurement & Evaluation
If you can't measure it, you can't improve it.
Multi-dimensional evaluation on tasks from real codebases. We prove what works — architecture, code quality, tests, team conventions — through rigorous benchmarks, not demos on toy projects.
Learn moreAI Needs an Architect, Not Just an API Key
An experienced engineer who understands architecture, domain modeling, and team dynamics — equipped with deep AI knowledge — should be the one co-creating the AI harness for your project. That's exactly who we are.
Engineers & architects trained
Consulting projects delivered
Of hands-on architecture practice
Applying that expertise to AI engineering
We believe the fusion of deep architectural expertise, domain modeling that extracts real business knowledge, and years of teaching engineers how to think in systems — is a uniquely powerful foundation for designing AI development processes that actually deliver.
Our Founders
Marcin Markowski
Co-founder
Entrepreneur and seasoned software architect, consultant and trainer with deep knowledge of Domain Driven Design and .NET technologies. Focused on delivering high-quality solutions through efficient development practices.
Szymon Janikowski
Co-founder
Experienced software engineer, analyst and architect with strong background in Java technologies and system design. Passionate about thorough domain analysis and understanding business context before implementing technical solutions.
Łukasz Szydło
Co-founder
Renowned speaker, trainer and consultant with extensive experience in software architecture and JVM technologies. Expert in conducting technical audits, establishing effective development practices and building high-performing teams. Passionate about clear technical documentation and knowledge sharing.
Ready to engineer AI excellence with us?
Whether you're rethinking your AI development strategy or ready to optimize your team's agent setup — let's talk. We help engineering leaders turn AI potential into measurable engineering outcomes.