Blog
Practical notes on AI, automation, and web development. Short reads, concrete takeaways.
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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6 min readAI Voice Agent Implementation Checklist for WhatsApp and Shopify
A practical step-by-step checklist for Polish SMBs looking to implement AI voice agents integrated with WhatsApp and Shopify. Discover key technical and business aspects, legal requirements, and ways to ensure a quick, secure start.
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6 min readThe ROI of AI Voicebots for Small Businesses — Is It Worth It in 2026?
We analyze the profitability of implementing AI voicebots in Polish SMEs. Concrete numbers, metrics, costs, and practical integrations (Shopify, WhatsApp, Calendly). Discover when AI voicebots truly pay off.
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7 min readn8n vs Zapier vs Make – which to choose for AI agents in SMBs in 2026?
We compare n8n, Zapier, and Make for implementing AI agents in Polish SMBs in 2026. Practical differences, costs, integrations, voice capabilities, and solution longevity.
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6 min readWhy You Should NOT Copy Prompts from Forums for Production — 3 Painful
Copying AI prompts from forums into production is a quick path to problems: hallucinations, leaks, or SEO disasters. Discover 3 real risks and learn how to do prompt engineering in a small team.
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6 min readDoes Your AI Automation Violate GDPR? Decisions for SMBs in 2026
Learn how to quickly assess the GDPR compliance of AI automation in SMBs. A practical decision tree for founders and CTOs that allows for swift risk evaluation and the selection of a safe implementation path.
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