Notes from the lab: agents, sovereign infrastructure, data, visibility and PropTech.
How an AI appointment scheduling agent works in 2026: intent-calendar-slot-confirmation loop, tool-use, guard against double bookings, and when to escalate to a human.
How a multi-step AI agent plans tasks, executes steps, and verifies results — loop architecture, tools, guardrails, and human-gate for businesses.
From August 2026, the AI Act is enforceable. What this means in practice: transparency, human oversight, DPIA, and how to design compliance from the first line of code—not after an incident.
AI Act high risk in 2026: which systems are subject to strict regulation, what obligations do HR tools, credit scoring, and customer assessment entail, and how to design compliance.
The AI Act classifies most clinical AI systems as high-risk. What this means in practice: explainability, human oversight, DPIA, and GDPR compliance in healthcare.
Leads handled instantly, not 'Monday morning'. Where AI actually shortens the real estate sales cycle—from first contact to listing publication and document processing.
AI for accounting firms reduces invoice processing time, detects data anomalies, and automates customer communication. Concrete patterns and limitations.
Accounting firms, consulting, agencies — repetitive document processing and query handling consume the most hours. Where AI actually helps service companies and how to get started.
How to implement an AI IT helpdesk based on RAG and an agent: architecture, guardrails, GDPR, AI Act, and measurable KPIs for the support team.
How AI in recruitment accelerates data extraction from CVs, reduces bias, and meets RODO and AI Act requirements. A practical guide for Polish HR companies.
Documents, research, and client service make up 80% of a law firm's work—and that's where AI actually saves time. With confidentiality preserved.
How AI in logistics reduces warehousing costs, optimizes delivery routes, and predicts demand. Architecture, patterns, and limitations.
Concrete takeaways on AI agents, sovereign infrastructure and visibility in AI models — no spam.
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