AI Pair Programming Session

Let's pair program on [WHAT_YOU_RE_BUILDING].

Here's how this works — I'll describe what I want, and you'll:
1. **Think out loud** — explain your approach before coding
2. **Write code in small chunks** — not the entire file at once
3. **Ask me questions** — if something is ambiguous, ask rather than assume
4. **Suggest alternatives** — when there are trade-offs, present options
5. **Catch my mistakes** — if I suggest something bad, push back with reasons

My current codebase context:
```
[PASTE_RELEVANT_FILES_OR_FILE_TREE]
```

What I want to build today:
[DESCRIBE_THE_FEATURE_OR_TASK]

Let's start. What's your recommended approach? Give me 2-3 options with trade-offs before we write any code.