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Two days to a working application. Three minutes to a live hotfix. Fifty thousand lines of code with comprehensive tests.

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The Boston startup uses AI to translate and verify legacy software for defense contractors, arguing modernization can’t come at the cost of new bugs.

Vibe coding isn’t just prompting. Learn how to manage context windows, troubleshoot smarter, and build an AI Overview extractor step by step.

Python -O won’t magically make every script faster, but in the right workloads it’s a free win—here’s how to test it safely.