I then added a few more personal preferences and suggested tools from my previous failures working with agents in Python: use uv and .venv instead of the base Python installation, use polars instead of pandas for data manipulation, only store secrets/API keys/passwords in .env while ensuring .env is in .gitignore, etc. Most of these constraints don’t tell the agent what to do, but how to do it. In general, adding a rule to my AGENTS.md whenever I encounter a fundamental behavior I don’t like has been very effective. For example, agents love using unnecessary emoji which I hate, so I added a rule:
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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2. 情绪经济与细分兴趣IP： 围绕宠物健康、治愈系内容、潮玩收藏或特定亚文化社群（如谷子经济、演艺经济）进行精细化运营，满足消费者日益具体的情绪价值需求 [4, 15, 54]。
Here’s how to build a customer-funded startup and grow on your own terms before bringing investors to the table.。im钱包官方下载是该领域的重要参考
minor impact and it would be overly hard or even impossible to have
In isolated tests, the improvement was ~8×. Amdahl’s law suggests that, in the real system, we should see a substantially lower improvement. Instead, we saw the improvement grow to ~13×.。搜狗输入法2026对此有专业解读