AI, agents and automation

We write about concrete business problems and practical ways to solve them: AI agents, integrations, security and process improvement.

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AI Development

Practical guide: Claude Code: najlepsze praktyki przy dużych refaktorach i architekturze

This article explains the operational risks, integration patterns, and verification steps for Polish KSeF projects. It is a compact English version for teams working with Polish entities. Jak prowadzić Claude Code przez duże repozytorium bez chaosu: CLAUDE.md, Plan Mode, subagenci, weryfikacja i kontrola kontekstu.

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NARZĘDZIA
AI ROI calculator for companiesEstimate how much manual work your team can remove with automation and AI agents. The tool gives a fast view of savings, payback time, and the first process worth prioritizing.AI readiness assessment for companiesCheck whether your company is ready for a first AI or automation project. The tool evaluates process maturity, data availability, and decision readiness, then suggests the right first move.EU AI Act compliance for businesses — what you need to do before August 2026EU AI Act key deadline is 2 August 2026. We help companies assess risk, understand obligations and implement required procedures.
TEMATY
AI Development9 min
Practical guide: GPT Codex w praktyce: szybkie taski, sandbox i review diffówThis article explains the operational risks, integration patterns, and verification steps for Polish KSeF projects. It is a compact English version for teams working with Polish entities. Kiedy Codex wygrywa z Claude Code i jak używać go jako wykonawcy do małych, zamkniętych zadań bez utraty kontroli nad repozytorium.Read article
AI Strategy13 min
Practical guide: AI Native w 2026: jak odróżnić prawdziwą firmę AI od wrapperaThis article explains the operational risks, integration patterns, and verification steps for Polish KSeF projects. It is a compact English version for teams working with Polish entities. Poradnik dla klientów i decydentów: największe błędy AI washingu, playbook najlepszych firm i checklista wyboru partnera AI.Read article
Open Source AI11 min
Practical guide: Hermes Agent i OpenCloud dla MŚP: prywatny agent AI plus suwerenne daneThis article explains the operational risks, integration patterns, and verification steps for Polish KSeF projects. It is a compact English version for teams working with Polish entities. Jak połączyć self-hosted agenta AI z prywatną chmurą plików, żeby mała firma miała automatyzację bez vendor lock-in i bez chaosu danych.Read article
Comarch Optima8 min
Comarch Optima integrations: the most common problems and bottlenecksConnecting Optima to another system is only the beginning. The real problems live in exceptions, data mapping, and ownership of failures.Read article
IoT9 min
Raspberry Pi, IoT, and software for solar and battery storage systemsOpen source and Raspberry Pi offer strong flexibility, but without a solid architecture they often create systems that work only in the lab.Read article