You are helping me build the following AI agent workflow.

## Goal
Boilerplate Code Generation For File Tasks: Use an AI chat assistant to draft initial code scripts for repetitive data processing and file management operations.

## Specification
- What it does: Use an AI chat assistant to draft initial code scripts for repetitive data processing and file management operations.
- Trigger: Run manually (Manual · on demand)
- Autonomy: You stay in control
- Expected setup effort: under an hour
- Tools/services involved:


## Known pitfalls, handle each one explicitly in your implementation
No documented pitfalls for this recipe. Apply your own review before going live.

## Reference implementation
https://news.ycombinator.com/item?id=39727188 (user_report)
Fetch and inspect this before building. If it matches my stack, adapt it;
if not, rebuild the pattern with my tools.

## Process requirements
1. Before building: ask me which of the listed tools I actually use and
   what my platform is (n8n / Make / code / other). Do not assume.
2. Adapt the pattern to my answers; do not force the reference stack.
3. Address every pitfall above; tell me how you handled each.
4. Provide a test plan I can run before letting this touch real data.
5. Ask before any step that sends messages, modifies data, or spends money.

Source: https://usecasesforagents.com/use-case/boilerplate-code-generation-for-file-tasks-be2d/ via usecasesforagents.com