Vibe Code Repair
Refactor fragile prototypes into production-grade, typed architectures.
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 Maricopa County. Deploying sub-second routing and closed-loop attribution near Camelback Mountain.
Engineered revenue infrastructure for scaling operators in Honolulu County. Deploying sub-second routing and closed-loop attribution near Diamond Head.
Engineered revenue infrastructure for scaling operators in Duval County. Deploying sub-second routing and closed-loop attribution near Jacksonville Riverwalk.
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 Kanawha County. Deploying sub-second routing and closed-loop attribution near West Virginia State Capitol.
Engineered revenue infrastructure for scaling operators in Polk County. Deploying sub-second routing and closed-loop attribution near Iowa State Capitol.
Autonomous workflows, vector intelligence, and memory-safe systems built to scale business operations without fragility.
Refactor fragile prototypes into production-grade, typed architectures.
Scalar quantization, on-disk payload storage, and SIMD hardware acceleration.
Problem Addressed
Search latency changes unpredictably.
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.
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.