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 Ada County. Deploying sub-second routing and closed-loop attribution near Idaho State Capitol.
Engineered revenue infrastructure for scaling operators in Laramie County. Deploying sub-second routing and closed-loop attribution near Wyoming State Capitol.
Engineered revenue infrastructure for scaling operators in New Castle County. Deploying sub-second routing and closed-loop attribution near Nemours Estate.
Engineered revenue infrastructure for scaling operators in Baltimore City. Deploying sub-second routing and closed-loop attribution near Fort McHenry.
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 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.
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.
Scalar quantization, on-disk payload storage, and SIMD hardware acceleration.
Problem Addressed
Search latency changes unpredictably.
Decompose bottlenecked monolithic services into rock-solid Rust binaries.
Problem Addressed
The prototype works but falls apart under concurrent usage.
Deterministic Tokio worker pools and event-driven control plane loops.
Problem Addressed
The orchestration logic is hidden inside prompts or scattered helpers.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.