Qdrant RAG Pipeline Engineering
Dense + sparse hybrid search with cross-encoder reranking and payload filters.
Problem Addressed
The model answers confidently but pulls the wrong context.
Published County Intelligence
1 validated city frameworks are live.
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 Honolulu County. Deploying sub-second routing and closed-loop attribution near Diamond Head.
Engineered revenue infrastructure for scaling operators in Cass County. Deploying sub-second routing and closed-loop attribution near Fargo Theatre.
Engineered revenue infrastructure for scaling operators in Wake County. Deploying sub-second routing and closed-loop attribution near North Carolina State Capitol.
Engineered revenue infrastructure for scaling operators in Williamson County. Deploying sub-second routing and closed-loop attribution near Dell Diamond.
Engineered revenue infrastructure for scaling operators in Washtenaw County. Deploying sub-second routing and closed-loop attribution near University of Michigan.
Engineered revenue infrastructure for scaling operators in Duval County. Deploying sub-second routing and closed-loop attribution near Jacksonville Riverwalk.
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.
Bespoke web portals, client dashboards, and automated intake engines.
Problem Addressed
Your team spends hours on manual data entry or copy-paste tasks.
Decompose bottlenecked monolithic services into rock-solid Rust binaries.
Problem Addressed
The prototype works but falls apart under concurrent usage.
Zero-copy deserialization engines sustaining 50,000+ RPS with flat p99s.
Problem Addressed
Retrieval logic is scattered across scripts, notebooks, and temporary endpoints.
Scalar quantization, on-disk payload storage, and SIMD hardware acceleration.
Problem Addressed
Search latency changes unpredictably.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.
In motion
A six-second look at a growth system in motion.