Qdrant Performance Tuning
Scalar quantization, on-disk payload storage, and SIMD hardware acceleration.
Problem Addressed
Search latency changes unpredictably.
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 Hennepin County. Deploying sub-second routing and closed-loop attribution near Mall of America.
Engineered revenue infrastructure for scaling operators in Denver County. Deploying sub-second routing and closed-loop attribution near Red Rocks Amphitheatre.
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 Hamilton County. Deploying sub-second routing and closed-loop attribution near Cincinnati Zoo.
Engineered revenue infrastructure for scaling operators in Pulaski County. Deploying sub-second routing and closed-loop attribution near Clinton Presidential Library.
Engineered revenue infrastructure for scaling operators in Wake County. Deploying sub-second routing and closed-loop attribution near North Carolina State Capitol.
Autonomous workflows, vector intelligence, and memory-safe systems built to scale business operations without fragility.
Scalar quantization, on-disk payload storage, and SIMD hardware acceleration.
Problem Addressed
Search latency changes unpredictably.
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.
Schema indexing, write-path replication, and sub-second analytical queries.
Decompose bottlenecked monolithic services into rock-solid Rust binaries.
Problem Addressed
The prototype works but falls apart under concurrent usage.
HNSW vector indexes and multi-tenant collection clustering at scale.
Problem Addressed
Search results feel random even though embeddings are being stored.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.
In motion
A six-second look at a growth system in motion.