Assistant

Ask the career record.

A local retrieval assistant that answers from the structured library only. Every answer cites the source records it used and never invents claims. Provider: local-retrieval.

Suggested prompts

Interview preparation

Executive biography

Capability discovery

Role fit

Evidence checks

How the assistant works

Queries are tokenised and scored against every published record in the library. The top matches are grouped by type and returned as source cards with a synthesised answer. Nothing is fabricated. If the record is thin on a topic, the assistant says so.

The engine sits behind a AssistantProvider interface (see src/lib/assistant.ts). To swap in a hosted LLM, implement a second provider that composes retrieval with a chat completion and pass it to this route. The UI does not need to change.