Blog
Practical notes on AI, automation, and web development. Short reads, concrete takeaways.
6 min readCase Study: 10x Faster Implementation of Deepsec by AI Agents in a SME
How a Polish SME implemented Deepsec for automated code security auditing using AI agents. A practical case study: setup, integration, business results, and ROI – without a dedicated DevSecOps team.
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6 min read40% More Leads Through LLM Optimization (AEO) in GitBook
A practical framework that transforms GitBook into an AEO/GEO channel. Content structure, JSON-LD, sitemap, edge refreshing on Vercel, public RAG, and attribution to CRM. Goal: +40% B2B leads.
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7 min readFrom Zero to AI Agents in 7 Days with Grok 4.3 and Vercel AI Gateway
A practical 7-day plan for implementing AI agents using Grok 4.3 and Vercel AI Gateway. Discover how to build an AI MVP step by step in a Polish company.
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6 min readFor CTOs of SMEs: Symphony vs n8n in AI Agent Orchestration
Symphony vs n8n is not just a tool selection; it's a decision on how to manage AI agents in production. Discover when to opt for orchestration specifications and when a simpler workflow builder yields better returns.
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6 min read5 Pitfalls of AI Agents with Webhooks That Ruin CRM and Support
AI agents connected to webhooks can accelerate workflows, but without proper oversight, they can easily duplicate actions, corrupt CRM data, and create chaos in support. Discover the 5 most common pitfalls and how to avoid them.
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