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Python Typing Survey: LLM Chat Doubles as Stack Overflow Halves

Meta's 2026 Python Typing Survey of 1,794 developers shows LLM chat for typing help rose to 41.7% while Stack Overflow fell to 22.9%, and multi-checker use increased.

Meta's 2026 Python Typing Survey, published October 27 with 1,794 responses, found large language model chat usage for typing help rose from 26.0% to 41.7% over two years while Stack Overflow fell from 46.4% to 22.9%1. Across all AI-related typing activities, 61.0% of respondents reported using at least one. Checker selection shifted sharply, with 49.9% of developers selecting two or more static checkers in 2026, up from 46.0% in 2025, and speed topped the reasons for choosing a checker at 56.5%. Missing type information in third-party libraries remained the leading difficulty at 65.1%.

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