Harshal SomkuwarHarshal Somkuwar

you ❯ Which categories brought in the most revenue this quarter?

1. schema.retrieval — retrieve_context — hybrid dense + BM25 schema search in Qdrant, RRF-fused, tenant-filtered · tables: orders · order_items · products · customers
2. sql.readonly — run_sql — sqlglot AST validation: single SELECT/WITH/UNION only, writes and DDL rejected, 51-row cap · SELECT p.category, SUM(oi.quantity * oi.unit_price) AS revenue FROM order_items oi JOIN products p ON p.id = oi.product_id JOIN orders o ON o.id = oi.order_id WHERE o.status = 'completed' AND o.created_at >= date_trunc('quarter', now()) GROUP BY p.category ORDER BY revenue DESC LIMIT 5; · rows returned: 3 of 51 max — executed as the least-privilege read-only role
3. memory.search — search_db_facts — durable facts + user preferences from Mem0; short-term state from Redis checkpoints · hit: revenue counts completed orders only, shown in order currency
4. memory.write — memory_write (infer=False) — queued through the Celery worker, chat responses stay off the write path · queued: stored verbatim, exactly as the agent produced it

Accessories leads this quarter with 12,480 in revenue, ahead of footwear at 9,120. Apparel follows at 7,340 across the largest number of orders.