Practical writing on AI agents, LLM applications, and workflow automation for teams deciding what is worth building before they commit to code.
Article 4 of the AI Act (the AI literacy obligation) has applied since 2 February 2025 and covers every company that uses AI at work. Compliance is two things: competent people plus documentation (program, attendance list, materials). No fear-selling: the real timeline and a training day that leaves an Article 4 paper trail. Our training starts at €1,200 net per day.
A practical guide to AI agent courses and training in Poland: four types (online cohort courses, open and closed trainings, no-code courses, and work on your own repo), verified market prices as of July 2026, and transparent criteria to compare any offer. You choose by goal, not by brand.
The best AI implementation company in Poland is not one name, it is a fit to your situation. The market splits into four segments: no-code automation agencies (1,500-8,000 PLN), boutique engineering firms (from ~15,000-25,000 PLN), premium software houses (tens to hundreds of thousands, paid discovery), and enterprise consulting. You choose by criteria, not by a slogan.
Claude Code training for dev teams: a hands-on course in agentic work on your own repo, 1:1 or team cohort, online. Taught by engineers who build with agents in production. The course installs code review, conventions, boundaries, and evaluation so your team can trust code that agents write faster than you can check it. Priced after a call about your repo.
How much does an AI assistant for a business cost in Poland in 2026? A personal AI assistant starts from €1,200 net (we invoice in PLN), automating one business process from €3,500 net, and an agent that runs a whole process from €6,000 net. Price depends on what the assistant actually does, not on the label. You start with a free process scan.
OpenClaw is open source, so the software itself is free. You pay for model tokens, a server, and someone's time to configure and supervise it. This guide states plainly what the requirements are, what it really costs, when OpenClaw is the wrong choice, and how we run it for clients as a personal operator on their own infrastructure.
How much does an AI assistant for a business cost in Poland? It depends on whether you need a chatbot for questions, a copilot for an employee, or an agent that does the work itself. An assistant integrated with your systems is an implementation from 15,000–25,000 PLN net. First, name what you actually need.
How much does an AI audit cost for a company? A free process scan costs 0 PLN: 30 minutes with an engineer and a written takeaway. A paid implementation specification is 4,990 PLN net (from August 2026: 5,990 PLN): a portable document with a process map, architecture, and a fixed quote you can give to any vendor.
We install and operate Hermes Agent (Nous Research) for companies, remotely or on-site in Warsaw. Hermes is an open-source tool we use; the real work is running it safely in production: boundaries, an isolated environment, logs, human escalation, and maintenance. We set the price after the process, and the first step is a free scan.
Hermes Agent is an open-source (MIT), self-hosted AI agent by Nous Research. You install it with a single command on Linux, macOS, WSL2, or Windows, connect your own model (Nous Portal, OpenAI, Anthropic, or local), and run it on a server for about 5 USD per month. It needs a model with a context window of at least 64,000 tokens.
Hermes Agent and OpenClaw are two open-source, self-hosted agent projects, but they emphasize different things. Hermes Agent (Nous Research) is an autonomous, self-improving agent with a learning loop. OpenClaw is a personal AI assistant you run on your own devices and talk to on the channels you already use. The choice depends on what you actually need.
How much does AI implementation cost for a company in 2026? A simple automation starts from 15,000 PLN net, apps and agents from 25,000 PLN, and a typical implementation lands in the 25,000–150,000 PLN range. Price depends on the process, not the technology. You start with a free process scan (0 PLN).
The Hermes Agent software itself is free and open source (MIT). The real cost is three line items: the language model (API or your own GPU hosting), infrastructure (a server from about 5 USD per month), and the work of running it safely in a company. The price does not depend on Hermes itself, but on what the agent has to do.
How do you choose a company to build an AI agent? Check whether it states a price before the call, names the engineers responsible for the project, hands over the code, and can say 'do not build this'. A good vendor answers seven questions about boundaries, escalation, and trace before writing any code.
Prompt injection is an attack where content the model reads (an email, a document, a web page, a tool description) poses as an instruction and changes the agent's behavior. In a system with tool access it does not stop at a bad answer: the agent can take an unwanted action. OWASP has ranked it number one for two editions (LLM01).
Syntalith no longer sells voicebots under its own brand. Telephone automation is run by odbierze.ai, a Syntalith brand focused only on voicebots. Here is the split, and how to tell which team fits your process.
Six operational workflows where an agent may be worth scoping if boundaries, escalation, and trace are explicit.
A custom agent is a bounded workflow system, not a chatbot with a larger prompt.
Start with the work unit, data, tools, boundaries, escalation, measurement, and trace before choosing the stack.
Data sovereignty is architecture: data flow, logs, access, processors, infrastructure, and ownership.