Model Personalities→Sonnet 4.5: ConventionalRedis 93% (Python caching), Prisma 79% (JS ORM), Celery 100% (Python jobs). Picks established tools.
他强调，努比亚在去年已率先发布豆包手机技术预览版，推动手机端 AI 智能体进入系统级深度应用，并期待更多厂商加入，共同完善场景覆盖与落地深度。。关于这个话题，safew官方下载提供了深入分析
，这一点在im钱包官方下载中也有详细论述
The big finding: Claude Code builds, not buys. Custom/DIY is the most common single label extracted, appearing in 12 of 20 categories (though it spans categories while individual tools are category-specific). When asked “add feature flags,” it builds a config system with env vars and percentage-based rollout instead of recommending LaunchDarkly. When asked “add auth” in Python, it writes JWT + bcrypt from scratch. When it does pick a tool, it picks decisively: GitHub Actions 94%, Stripe 91%, shadcn/ui 90%.
Add Entrepreneur，更多细节参见搜狗输入法2026
business process of a large customer.