Software architect since 2020 · shipping AI since 2023

AI systems you can
actually rely on.

I build AI systems that don't need babysitting at night.

Worked at BNP Paribas · Credit Suisse Currently AI Champion @ Synergy Codes

What clients usually come with.

Services — 01
i

Embedding AI in existing systems

You have a working business. You want AI where it actually makes sense — no full rewrites, no promises you can't measure. Architecture audit, finding where a model or agent shortens a process or cuts cost. Then integration with guardrails, quality evaluation, and a production rollout.

Scope
Audit + integration
Duration
4–12 weeks
Pricing
Per project
ii

AI-native architecture

We build a product from scratch with AI at its core. A design that holds under production traffic and won't torch your model bill. Multi-provider setup, bring-your-own-keys where it makes sense, caching, fallbacks, model quality evaluation.

Scope
Architecture + build
Duration
8–24 weeks
Pricing
Per project
iii

Audits and rescuing projects

Prototype worked, production is breaking. Hallucinations, runaway costs, unpredictable behavior. Diagnosis, recovery plan, and an honest answer to one question: salvage what's there, or start over.

Scope
Diagnosis + plan
Duration
1–3 weeks
Pricing
Fixed rate

AI in a prototype is magic. AI in production is engineering. What counts is the system that does its job every day — not just on stage.

— Rule no. 1

Live projects. Open one and put it through its paces.

Portfolio — 02

Frequently asked questions

FAQ — 03

What exactly do you do?

I embed AI in existing systems, design architecture for new AI-native products, run audits, and rescue projects where the prototype worked but production is breaking. Specialty: language models (LLMs) that don't hallucinate in production and don't burn through your budget in a weekend.

Where does your AI experience come from?

Six years of production engineering in banking (BNP Paribas, Credit Suisse). Working with AI in production since 2023, AI Champion at Synergy Codes since 2024. First exposure to machine learning during my studies (Wrocław University of Science and Technology, MSc Eng. in Computer Science, 2017–2022). AI Devs 4 certified.

Which AI models do you work with?

I work with multiple model providers — OpenAI (GPT), Anthropic (Claude), Google (Gemini), and local models (Llama, Mistral). The choice depends on the project: answer quality, data privacy, cost and infrastructure constraints. I often design multi-provider setups to avoid lock-in.

How long does a typical AI project take?

A project audit usually takes 1–3 weeks. Embedding AI into an existing system runs 4–12 weeks, depending on scope. Architecture and build for a new AI-native product takes 8–24 weeks. Every project starts with a short conversation and diagnosis. The concrete timeline comes after that.

Do you work remotely?

Yes. I work remotely with clients across Poland and selectively internationally. In-person meetings around Szczecinek if the client prefers.

How much does a project cost?

Per-project pricing after the first conversation and scope review. Audits have a fixed rate. Implementation and architecture — priced by scope and risk, not hours.

How do we start working together?

First a 30-minute conversation: context, problem, goal. Then diagnosis (1–3 days), a concrete proposal with scope and price, and execution in iterations with visible progress.

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