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.
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 Richmond City. Deploying sub-second routing and closed-loop attribution near Virginia State Capitol.
Engineered revenue infrastructure for scaling operators in Bexar County. Deploying sub-second routing and closed-loop attribution near The Alamo.
Engineered revenue infrastructure for scaling operators in Polk County. Deploying sub-second routing and closed-loop attribution near Iowa State Capitol.
Engineered revenue infrastructure for scaling operators in Durham County. Deploying sub-second routing and closed-loop attribution near Duke University.
Engineered revenue infrastructure for scaling operators in Santa Clara County. Deploying sub-second routing and closed-loop attribution near Tech Interactive.
Engineered revenue infrastructure for scaling operators in Travis County. Deploying sub-second routing and closed-loop attribution near Texas State Capitol.
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.
Sub-second real-time telemetry dashboards and business KPI monitors.
Refactor fragile prototypes into production-grade, typed architectures.
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.
Schema indexing, write-path replication, and sub-second analytical queries.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.
In motion
A six-second look at a growth system in motion.