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 Essex County. Deploying sub-second routing and closed-loop attribution near Prudential Center.
Engineered revenue infrastructure for scaling operators in Providence County. Deploying sub-second routing and closed-loop attribution near WaterFire.
Engineered revenue infrastructure for scaling operators in Bernalillo County. Deploying sub-second routing and closed-loop attribution near Old Town Albuquerque.
Engineered revenue infrastructure for scaling operators in Harris County. Deploying sub-second routing and closed-loop attribution near Space Center Houston.
Engineered revenue infrastructure for scaling operators in Jefferson County. Deploying sub-second routing and closed-loop attribution near Churchill Downs.
Engineered revenue infrastructure for scaling operators in Cook County. Deploying sub-second routing and closed-loop attribution near Willis Tower.
Autonomous workflows, vector intelligence, and memory-safe systems built to scale business operations without fragility.
Refactor fragile prototypes into production-grade, typed architectures.
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.
Bespoke web portals, client dashboards, and automated intake engines.
Problem Addressed
Your team spends hours on manual data entry or copy-paste tasks.
Decompose bottlenecked monolithic services into rock-solid Rust binaries.
Problem Addressed
The prototype works but falls apart under concurrent usage.
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.