Qdrant Vector Search Infrastructure
HNSW vector indexes and multi-tenant collection clustering at scale.
Problem Addressed
Search results feel random even though embeddings are being stored.
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 Marion County. Deploying sub-second routing and closed-loop attribution near Indianapolis Motor Speedway.
Engineered revenue infrastructure for scaling operators in Davidson County. Deploying sub-second routing and closed-loop attribution near Grand Ole Opry.
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 Orange County. Deploying sub-second routing and closed-loop attribution near Walt Disney World.
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 Allegheny County. Deploying sub-second routing and closed-loop attribution near PPG Paints Arena.
Autonomous workflows, vector intelligence, and memory-safe systems built to scale business operations without fragility.
HNSW vector indexes and multi-tenant collection clustering at scale.
Problem Addressed
Search results feel random even though embeddings are being stored.
Deterministic Tokio worker pools and event-driven control plane loops.
Problem Addressed
The orchestration logic is hidden inside prompts or scattered helpers.
Zero-copy deserialization engines sustaining 50,000+ RPS with flat p99s.
Problem Addressed
Retrieval logic is scattered across scripts, notebooks, and temporary endpoints.
Production multi-agent runtime environments with structured output guards.
Dense + sparse hybrid search with cross-encoder reranking and payload filters.
Problem Addressed
The model answers confidently but pulls the wrong context.
Decompose bottlenecked monolithic services into rock-solid Rust binaries.
Problem Addressed
The prototype works but falls apart under concurrent usage.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.
In motion
A six-second look at a growth system in motion.