Contact

Tell me about your project.

Reach out for AI systems architecture, agent-facing developer infrastructure, AI product workflow, or platform reliability conversations.

Useful context to include.

A concise first message helps determine whether the work is a fit. Please do not include secrets, customer data, proprietary prompts, private traces, or credentials.

Problem shape

Share the workflow, developer surface, or platform failure mode that needs an owner.

System state

Describe what exists now: prototype, production service, internal tool, ML/search platform, or documentation path.

Useful outcome

Name the artifact you need next: architecture review, implementation path, eval plan, reliability repair, or handover notes.