AI & Automation

LLM integrations, batch processing, MCP servers and Claude in production. Lessons from real projects, not the hype.

2 articles

April 24, 2026

8 min read

MCP servers and Claude: five questions we answer before writing a line of code

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.

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April 23, 2026

7 min read

Claude Batch API for translations: 50% cheaper, but it's a queue

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.

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