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 St. Louis City. Deploying sub-second routing and closed-loop attribution near Gateway Arch.
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 Oklahoma County. Deploying sub-second routing and closed-loop attribution near Bricktown Canal.
Engineered revenue infrastructure for scaling operators in Charleston County. Deploying sub-second routing and closed-loop attribution near Rainbow Row.
Engineered revenue infrastructure for scaling operators in Minnehaha County. Deploying sub-second routing and closed-loop attribution near Falls Park.
Engineered revenue infrastructure for scaling operators in Fulton County. Deploying sub-second routing and closed-loop attribution near Georgia Aquarium.
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.
Zero-copy deserialization engines sustaining 50,000+ RPS with flat p99s.
Problem Addressed
Retrieval logic is scattered across scripts, notebooks, and temporary endpoints.
Sub-second real-time telemetry dashboards and business KPI monitors.
Refactor fragile prototypes into production-grade, typed architectures.
Scalar quantization, on-disk payload storage, and SIMD hardware acceleration.
Problem Addressed
Search latency changes unpredictably.
Production multi-agent runtime environments with structured output guards.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.