I asked a more data-science-oriented followup prompt to test Opus 4.5’s skill at data-sciencing:
Standard Digital
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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:
“为什么不离开这行？越做越好，怎么会放手，已经做了十几年，做得很好啊。”Maggie姐始终自信满满。
骑行在山野乡间，空气好，风景好，还能在不经意间遇见古村落、古民居。那些成百上千年的遗存，阅尽了人间变迁，仿佛静静等待新朋故友的探访。