Enterprise SQL Assistant QLoRA + DPO

Production-grade post-training & alignment engine

FastAPI Docs
Engine Live
Quick Test Scenarios:
DPO Alignment Highlights
Execution Pass Rate
100.0% (vs 83.3%)
Query Latency Delta
3.1x Faster
Base / Unaligned Model
Anti-Pattern
-- Click 'Generate Aligned SQL' to compare
DPO Aligned Policy
Production Safe
-- Click 'Generate Aligned SQL' to view
Live In-Memory SQLite Execution Sandbox
Awaiting execution
Status
No query executed yet. Run either candidate above to see live rows.