- Changed primary model recommendation from qwen3:1.7b to qwen3:4b - Added Q8 quantization info in technical docs for production users - Fixed method name error: get_embedding_info() -> get_status() - Updated all error messages and test files with new recommendations - Maintained beginner-friendly options (1.7b still very good, 0.6b surprisingly good) - Added explanation of why small models work well with RAG context - Comprehensive testing completed - system ready for clean release
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