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 Kanawha County. Deploying sub-second routing and closed-loop attribution near West Virginia State Capitol.
Engineered revenue infrastructure for scaling operators in San Diego County. Deploying sub-second routing and closed-loop attribution near Balboa Park.
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 Salt Lake County. Deploying sub-second routing and closed-loop attribution near Temple Square.
Engineered revenue infrastructure for scaling operators in Los Angeles County. Deploying sub-second routing and closed-loop attribution near Hollywood Sign.
Engineered revenue infrastructure for scaling operators in Yellowstone County. Deploying sub-second routing and closed-loop attribution near Rimrock.
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.
Bespoke web portals, client dashboards, and automated intake engines.
Problem Addressed
Your team spends hours on manual data entry or copy-paste tasks.
Definitive engineering scope blueprints that eliminate developer confusion.
HNSW vector indexes and multi-tenant collection clustering at scale.
Problem Addressed
Search results feel random even though embeddings are being stored.
Zero-copy deserialization engines sustaining 50,000+ RPS with flat p99s.
Problem Addressed
Retrieval logic is scattered across scripts, notebooks, and temporary endpoints.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.
In motion
A six-second look at a growth system in motion.