A new framework called PExA reached 70.2% execution accuracy on the Spider 2.0 benchmark. It treats SQL generation like software test coverage, executing atomic queries in parallel to gather semantic data before final generation. This approach solves the latency-performance trade-off. Practitioners gain a more reliable method for grounding complex database queries.