Project Acumen — Compute Less. Answer More.
Project Acumen is our first proprietary IP asset: a universal safe query compilation framework with a formally verified Safety Kernel. It translates REST, GraphQL, and LLM-generated queries into a common intermediate representation and compiles them to your database backend — with proven soundness, completeness, and termination.
Schema Grounding
It is mathematically impossible for a compiled query to reference a field that does not exist. AI hallucinations stop at the firewall.
Complexity Bounding
Hard guardrails on query depth and cost make resource-exhaustion attacks provably infeasible — protection your database inherits regardless of vendor.
Backend Agnosticism
One intermediate representation, many targets. MongoDB today; PostgreSQL and Elasticsearch on the roadmap.
Measured Results Line
Up to 5500× speedups · 500× warm-cache acceleration (50 ms → 0.1 ms) · zero GC pauses · energy-bounded execution down to 124 µJ per query at 50 concurrent users.