02 / AI Engineering
Build your own AI, don't just use it.
A programme for people who want to design agents, connect models to data and deploy it in-house. On your own hardware, on real tasks.
Led by Bartosz Paszek · own cluster · agent team
Why
What changes when you can build AI?
New role in the team
The person who understands models, data and integrations gets the tasks nobody else will take.
Higher rate for a rare skill
Agent design is one of the rarest skills on the job market today. Rarity has a price.
Independence from vendors
You know when a local model is enough and when you need an API. No buying blind.
Your own tools
No waiting for IT: you build an assistant for your process and measure the time it saves.
Programme
Three modules, from model to working agent.
Models and prompts
- How an LLM works and where it lies
- Prompts you can test
- Local models vs API: cost, quality, privacy
Data, memory and tools
- RAG: answers from company knowledge
- Conversation memory and long-term memory
- Tools: calls, APIs, spreadsheets, databases
Agents and evaluation
- Designing an agent for one task
- Testing and measuring answer quality
- Deployment, monitoring, costs
How we teach
Workshop, project, deployment in-house.
Live workshop
On our cluster: models, data, tools. No theory slides.
Your project
You pick a task from your own work and build an agent for it with our support.
Deployment and measurement
Launch, measure the effect, improve. You get a change list and maintenance plan.
What you get
Working material, not just recordings.
Environment
Access to our cluster for the programme: local models with no API costs.
Agent templates
Ready skeletons: RAG, tools, memory, evaluation.
Code and notes
A repository with every lesson and a change list per step.
Consultations
An hour with the trainer per module on your project.
Who teaches
Bartosz Paszek. Builds what he teaches.

Expert in creating applications and working with AI tools, including vibe coding: building software in close collaboration with AI agents. At Numerika he runs technology: from the in-house compute cluster, through a team of agents with company memory, to the apps and websites built on it.
A team of agents I lead built this website. The programme is about doing the same in-house.
What it costs
Two formats, one method.
Working prices until sales open. Numerika is not VAT-registered: the price quoted is the price you pay.
Open programme
Live small-group workshop plus your own project with consultations.
Sign up for the programme↗Team programme
The same programme on your company's tasks, on your data, on site or remote.
Ask for dates↗Questions
Before you sign up.
Do I need to code?
Basics help, but the programme starts with agents that write code with you. We teach you to judge the result, not write everything by hand.
What's the stack?
Our cluster with local models, plus selected APIs. You get to know both worlds and their costs.
What about my data?
We work on our own hardware. Data doesn't go to public AI services unless you choose to.
Why these prices?
Working prices until sales open. Numerika is not VAT-registered: the price quoted is the price you pay.
Contact
Let's discuss your task before you buy.
Leave your email and one line about the task you want an agent for. We'll reply whether the programme fits.
We reply in two working days. Data controller: Numerika AI sp. z o.o.