You gotta build a "digital twin" of the mess you're actually going to deploy into, especially with stuff like mcp (model context protocol) where ai agents are talking to data sources in real-time.

Python 3.15 introduces an immutable or ‘frozen’ dictionary that is useful in places ordinary dicts can’t be used.

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President Donald J. Trump laid out clear objectives in Operation Epic Fury — and in just 38 days, the greatest fighting force the world has ever known has ...