Skills

AI & agents

AI that ships, not demos — LLM features, retrieval-augmented generation, and agent orchestration wired into real product workflows, with the evals and guardrails to keep them honest.

30 min with a full-stack devAll services

Proof, not promises

AI & agents we've shipped

Edube — An AI tutor that teaches understanding, not answers
EdTech · AI
Edube

Building an AI-native learning platform for Polish matura students — a Feynman-style AI tutor with real-time voice, adaptive learning paths and LLM-generated practice.

How we think, not just what we type

Concepts & patterns we work in

The ideas behind the tools — the patterns we've applied in production, not buzzwords.

Retrieval-augmented generationAgent orchestrationTool / MCP integrationPrompt engineeringEvals & guardrailsStructured output & function callingVector searchHuman-in-the-loop

Languages, frameworks, infra

What we actually use

The tools and languages we have real, shipped experience in — not a wish list.

Models
Retrieval
RAGpgvector
Agents
Agent orchestrationTool / MCP integrationPrompt engineering
Quality
EvalsGuardrails & monitoring

Bring the napkin sketch.

Thirty minutes with a full-stack engineer, plus a short written report that's yours to keep.

30 min with a full-stack devSee services →

30 minGoogle Calendarno sales deck

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