1L decoder, d=3, 4h/1kv, hd=2, ff=2
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%.
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I had to communicate with partners, adjust delivery and launch timelines and keep everyone aligned. It was chaotic, but staying hands-on and problem solving in real time allowed us to manage expectations and move forward despite the delay.
（一）组织、胁迫、诱骗不满十六周岁的人或者残疾人进行恐怖、残忍表演的；
Hisense 75-inch U7 Mini LED ULED 4K TV