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 Philadelphia County. Deploying sub-second routing and closed-loop attribution near Liberty Bell.
Engineered revenue infrastructure for scaling operators in Dane County. Deploying sub-second routing and closed-loop attribution near Wisconsin State Capitol.
Engineered revenue infrastructure for scaling operators in Jackson County. Deploying sub-second routing and closed-loop attribution near Nelson-Atkins Museum.
Engineered revenue infrastructure for scaling operators in Minnehaha County. Deploying sub-second routing and closed-loop attribution near Falls Park.
Engineered revenue infrastructure for scaling operators in Madison County. Deploying sub-second routing and closed-loop attribution near U.S. Space & Rocket Center.
Engineered revenue infrastructure for scaling operators in Charleston County. Deploying sub-second routing and closed-loop attribution near Rainbow Row.
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.
Bespoke web portals, client dashboards, and automated intake engines.
Problem Addressed
Your team spends hours on manual data entry or copy-paste tasks.
Production multi-agent runtime environments with structured output guards.
Zero-copy deserialization engines sustaining 50,000+ RPS with flat p99s.
Problem Addressed
Retrieval logic is scattered across scripts, notebooks, and temporary endpoints.
Deterministic Tokio worker pools and event-driven control plane loops.
Problem Addressed
The orchestration logic is hidden inside prompts or scattered helpers.
Sub-second real-time telemetry dashboards and business KPI monitors.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.
In motion
A six-second look at a growth system in motion.