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Research

Notes from the workbench.

What we tried, what broke, and what we changed. Written by the people who shipped it, close enough to the code to be useful.

8 Jul 2026

Language ·7 min read

Code-mixing is the default, not the edge case

Systems built for one language per conversation break on the first real Indian sales call. What it costs to treat mixed speech as the normal input.

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