Contact

If any of this overlaps with what you are building.

I am most useful when product, systems, and AI engineering meet a real constraint. The fastest way to reach me is via the public channels below.

For sensitive or commercial conversations, LinkedIn is usually the fastest path. For anything code-related, please open an issue on the relevant repository — public, traceable, and benefits others.

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