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
3 validated city frameworks are live.
Growth Retainer Diagnose framework for The Restaurant Group Ops teams in Camden, NJ
View frameworkLegal Professional Services Measure framework for The Law Firm Partner teams in Cherry Hill, NJ
View frameworkGrowth Retainer Measure framework for The Multi-Location Franchisee teams in Gloucester City, NJ
View frameworkVerified 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 Hillsborough County. Deploying sub-second routing and closed-loop attribution near Tampa Riverwalk.
Engineered revenue infrastructure for scaling operators in District of Columbia. Deploying sub-second routing and closed-loop attribution near Lincoln Memorial.
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 Orleans Parish. Deploying sub-second routing and closed-loop attribution near Bourbon Street.
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 Harris County. Deploying sub-second routing and closed-loop attribution near Space Center Houston.
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.
Zero-copy deserialization engines sustaining 50,000+ RPS with flat p99s.
Problem Addressed
Retrieval logic is scattered across scripts, notebooks, and temporary endpoints.
HNSW vector indexes and multi-tenant collection clustering at scale.
Problem Addressed
Search results feel random even though embeddings are being stored.
Definitive engineering scope blueprints that eliminate developer confusion.
Refactor fragile prototypes into production-grade, typed architectures.
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.
In motion
A six-second look at a growth system in motion.