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Build an in-memory AgentIndex at startup that scans all 76 DB schemas (tables, columns, sample rows) and maps 16 markdown guide files to their schemas via dynamic title parsing. Add 5 new tools backed by this index: list_schemas, list_tables, describe_table (instant, index-backed), run_query (live DB), and get_business_rules (index-backed). Enhanced system prompt with mandatory workflow, efficiency rules, DuckDB tips, no-ROUND rule, and output verification. Added context compression, per-worker tool dedup caches, iteration-15 nudge, and malformed tool call recovery. Results: 78.1% easy (50/64), 48.4% hard (31/64). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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Create the agent and tools