The challenge: The agentic scaling wall
AI agents generate volatile, non-linear queries that bypass traditional database optimizations.
- Failed queries: 15% of standard Postgres queries timed out at 3TB.
- Manual limits: Index tuning only provided 10% speedup while slowing other operations by 29x.
- ETL latency: Data shuffling stalls real-time decision-making.
