Verified revenue control planes tailored to the regulatory, market density, and unit economic constraints of active regional metropolitan markets.
Engineered revenue infrastructure for scaling operators in Boulder County. Deploying sub-second routing and closed-loop attribution near Flatirons.
Engineered revenue infrastructure for scaling operators in Davidson County. Deploying sub-second routing and closed-loop attribution near Grand Ole Opry.
Engineered revenue infrastructure for scaling operators in Hillsborough County. Deploying sub-second routing and closed-loop attribution near Currier Museum of Art.
Engineered revenue infrastructure for scaling operators in Sedgwick County. Deploying sub-second routing and closed-loop attribution near Keeper of the Plains.
Engineered revenue infrastructure for scaling operators in Bernalillo County. Deploying sub-second routing and closed-loop attribution near Old Town Albuquerque.
Engineered revenue infrastructure for scaling operators in Tarrant County. Deploying sub-second routing and closed-loop attribution near Fort Worth Stockyards.
Autonomous workflows, vector intelligence, and memory-safe systems built to scale business operations without fragility.
Dense + sparse hybrid search with cross-encoder reranking and payload filters.
Problem Addressed
The model answers confidently but pulls the wrong context.
Refactor fragile prototypes into production-grade, typed architectures.
HNSW vector indexes and multi-tenant collection clustering at scale.
Problem Addressed
Search results feel random even though embeddings are being stored.
Scalar quantization, on-disk payload storage, and SIMD hardware acceleration.
Problem Addressed
Search latency changes unpredictably.
Zero-copy deserialization engines sustaining 50,000+ RPS with flat p99s.
Problem Addressed
Retrieval logic is scattered across scripts, notebooks, and temporary endpoints.
Production multi-agent runtime environments with structured output guards.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.
In motion
A six-second look at a growth system in motion.