Blog
Practical notes on AI, automation and software engineering — what we build, how it works and what we learned along the way.
AI
AI is not just chat: background agents and MCP
Most people picture AI as a chat window waiting for questions. The valuable deployments run in the background — on schedules, on triggers, operating real systems.
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AI
How AI is changing industries and where the hours go
Across very different industries, AI is automating the same four activities. Here is the pattern, sector by sector — and why smaller companies gain the most.
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Engineering
Vibe coding vs senior developers: what survives production
Anyone can prompt an app into existence now. The demo works. Then come real users, real data and a real attacker — and the difference between vibes and engineering shows.
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AI
RAG, embeddings and vector search, explained simply
How does an AI assistant know your contracts, manuals and internal rules? Not by retraining — by RAG. Here is the whole mechanism, without the math.
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Automation
AI automation in companies: invoices, email and beyond
Invoices that book themselves, emails answered in minutes, documents that file themselves — what AI automation realistically handles today, and where to start.
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Kubernetes
Grafana with Prometheus for Traefik in minikube
How to scrape Traefik ingress metrics with Prometheus and visualize them in Grafana inside a local minikube cluster — every manifest included.
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Laravel
Laravel application synchronization with Redis
How to connect two Laravel applications through a shared Redis instance and synchronize data between them with queued jobs — with full configuration.
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