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 Bernalillo County. Deploying sub-second routing and closed-loop attribution near Old Town Albuquerque.
Engineered revenue infrastructure for scaling operators in Franklin County. Deploying sub-second routing and closed-loop attribution near Ohio Statehouse.
Engineered revenue infrastructure for scaling operators in Essex County. Deploying sub-second routing and closed-loop attribution near Prudential Center.
Engineered revenue infrastructure for scaling operators in Wake County / Durham County. Deploying sub-second routing and closed-loop attribution near Duke University.
Engineered revenue infrastructure for scaling operators in Marion County. Deploying sub-second routing and closed-loop attribution near Indianapolis Motor Speedway.
Engineered revenue infrastructure for scaling operators in Wayne County. Deploying sub-second routing and closed-loop attribution near Motown Museum.
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.
Deterministic Tokio worker pools and event-driven control plane loops.
Problem Addressed
The orchestration logic is hidden inside prompts or scattered helpers.
Definitive engineering scope blueprints that eliminate developer confusion.
Production multi-agent runtime environments with structured output guards.
HNSW vector indexes and multi-tenant collection clustering at scale.
Problem Addressed
Search results feel random even though embeddings are being stored.
Bespoke web portals, client dashboards, and automated intake engines.
Problem Addressed
Your team spends hours on manual data entry or copy-paste tasks.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.
In motion
A six-second look at a growth system in motion.