Crucible
One database in → one tuned, measured text-to-SQL agent out. Crucible reads its own Arize Phoenix traces via MCP, hypothesizes the dominant failure, mutates, and re-scores until it wins.
Core trick
Agent reads its own Arize Phoenix traces over MCP, mutates its text-to-SQL setup, and keeps changes that raise its score.