zilto commented on PR #1460:
URL: https://github.com/apache/hamilton/pull/1460#issuecomment-3835042722
The general workflow that works for me:
1. problem in natural language -> DOT language graph
- well understood by LLMs, simple language, extremely token efficient
2. DOT language -> function signatures + docstring
- this is simple and can be done programmatically; the challenge is
defining type annotations ahead of time; can run `ty` type checker or force
`Any` when uncertain
- validate the DAG with the `hamilton` CLI (I think the command is `build`
?)
3. function signatures -> implementations
- can do test driven development where nodes are implemented with tests
1-by-1. This allows Claude for example to build much more complex code than
spaghetti scripts; LLM has easier time refactoring
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