Ask / Portfolio system

Query the evidence.

This assistant retrieves from Paul's approved experience, credentials, capabilities, and production work. It helps assess fit, cites what it used, and does not have access to former client systems or the private home lab.

No vector database. No mystery corpus. Typed content, explicit retrieval, server-side model boundary. No persistent conversation history.

Portfolio assistant

Grounded / inspectable

Ask about Paul's experience, results, architecture, or fit. Each answer is constrained to approved portfolio content and returns the source links and execution trace used.

Scope

Published work + experience

Retrieval

Explicit source matching

Output

Answer + citations + trace

Questions may be processed by an external AI provider. Do not submit confidential or personal information.