Blog
Practical notes on AI, automation, and web development. Short reads, concrete takeaways.
5 min readWhy an AI Agent Without Tools Ends Up in the AI Graveyard
An AI agent without tools and guidelines is just a chatbot in disguise. Learn how to avoid the 'AI graveyard': the simple difference between a chatbot and an agent, 3 readiness tests, and an Agent Card to fill out in an hour.
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5 min readBuild an AI Inbox in Gmail Without Code in 5 Days — n8n + CRM
Want Gmail to summarize threads, suggest replies, and update your CRM automatically? Here’s a simple 5-day plan using n8n/Make, complete with templates, rules, and GDPR checklists.
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4 min readWhy NOT One Chatbot? Better to Use AI Agents for Micro-Tasks
One chatbot for everything sounds good, but it rarely works. I’ll show you how to create an effective system using small micro-agents without coding: faster, cheaper, and with better quality control.
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7 min readROI Breakdown of AI Agents in Lead Generation: Real Numbers from the D
A reliable breakdown of costs and effects of AI agents in lead generation for Polish SMEs. Specific PLN ranges, metrics (CPL, SQL rate, TTR), and ROI calculations in two scenarios. No marketing fluff—just numbers and practical insights.
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7 min readFor CTOs of SMEs: Prepare Your Site for AI Mode and Shopping Agents
A practical framework for agent-ready web for SMEs. Learn how to implement schema.org with Action/EntryPoint, expose secure endpoints for quote/availability/cart, and deploy AEO/GEO, telemetry, and throttling (e.g., Vercel AI Gateway) for AI Mode and shopping agents.
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6 min read30% Lower RAG Costs with Ettin Reranker and Vercel AI Gateway
A practical, code-first guide: integrating Ettin Reranker into RAG in Next.js/TS and connecting it with caching and limits in Vercel AI Gateway. Fewer tokens, better relevance—without changing the main model.
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7 min read7 Steps: Securing AI Agents After npm Supply Chain Attacks
A practical checklist for founders/CTOs of SMEs following npm supply chain attacks. 7 steps: sandbox (Windows/Docker), egress, SBOM, dependency scanning, pinned + provenance, tool call allowlisting, Vercel AI Gateway, and telemetry. Includes short JSON/YAML snippets.
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7 min readROI of Integrating Claude vs OpenAI for Small Business Support
A comparison of the actual costs and return on investment when implementing AI agents based on Claude and OpenAI in the support of Polish SMEs. The analysis covers not only licensing but also hidden costs of implementation, adaptation, and support.
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6 min readIs a Promptless AI Agent Possible? A Practical Deep Dive into MCP
Discover how a promptless AI agent operates. This practical deep dive into Model-Centric Programming (MCP) architecture highlights its advantages in business automation. Learn when to invest in promptless agents.
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7 min readAnti-Pattern: The Illusion of Data Security in AI Automations on No
An increasing number of Polish companies are implementing AI automations in no-code, trusting security claims. However, reality shows that this is often an illusion. Discover the most common mistakes and real threats to data.
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6 min readScaling AI Agents Framework with OpenAI and Anthropic for Small Firms
Discover a scaling framework for AI agents (OpenAI, Anthropic) tailored for Polish SMEs. From MVP to production—practical strategies to avoid common pitfalls and optimize AI implementations within limited resources.
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6 min readAre Your AI Integrations Truly Secure? Mistake Postmortem 2026
An analysis of a real security breach incident during AI integration with WhatsApp, Shopify, and CRM. Specific mistakes, their consequences, and practical advice for CTOs and founders on avoiding similar errors.
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