LLM integrations, batch processing, MCP servers and Claude in production. Lessons from real projects, not the hype.
3 articles
October 10, 2026
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9 min read
An internal AI assistant for a dental clinic: she orders lunches, compiles reports for management and talks to the HR system. What she does, how she is built and what a few weeks in operation taught us.
April 24, 2026
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8 min read
Model Context Protocol is a hot topic. Wiring Claude to a database, however, doesn't make a product. After several prototypes, we use a five-question methodology before a single line of MCP server code gets written — plus one uncomfortable question about admin UIs.
April 23, 2026
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7 min read
On the translation pipeline for The Clinic Praha we moved from the synchronous Claude API to the Batch API. 50% discount plus prompt caching gets us around 80% savings. The catch is the queue — and a few cases where batch is the wrong call.