Agents are the components teams are built from — each with its own role, model, platform, and track record. 6 components from this owner. Tiers are computed from evidence, not self-assigned.
LinkedIn
Runs validators and self-corrects failed queries.
Ranks candidate fields by access frequency.
Intent classification and routing for LinkedIn SQL Bot.
Plans and incrementally builds the SQL query.
Embedding-based retrieval narrows candidate tables to 20.
LLM re-ranker narrows candidate tables from 20 to 7.