Public profile
Use LinkedIn for public professional context and connection requests.
Contact
Connect around practical AI and operational systems.
LinkedIn is the public profile path. Use the private message form for short notes about AI, RAG, agents, automation, or operational knowledge systems.
Send a private note
Use this form for a short message. I will keep the reply practical and focused.