Technical Outcomes

From Problem to Solution.

A selection of technical case studies documenting challenges, approaches, and outcomes.

CS-001AI VISION

99.7%Detection Accuracy

Automated Quality Control via Deep Learning

Deployed a convolutional neural network pipeline for real-time product defect detection on a manufacturing production line.

CHALLENGE

Manual quality inspection at production speed caused missed defects and line slowdowns, resulting in costly downstream failures.

APPROACH

Trained a custom CNN architecture on annotated defect imagery, deployed on edge hardware with GPU acceleration for sub-frame inference.

OUTCOME

Achieved 99.7% defect detection accuracy at full production line speed, eliminating the need for manual inspection and reducing downstream defect costs.

PyTorchCUDAPythonOpenCV

CS-002CCTV & NETWORKING

4 WeeksFull Deployment

Enterprise Surveillance Grid

Designed and deployed a large-scale IP camera surveillance infrastructure across a 500,000 sq ft logistics hub.

CHALLENGE

Aging analog CCTV system provided inadequate coverage, poor image quality, and no remote monitoring capability for a critical logistics facility.

APPROACH

Replaced analog infrastructure with a full IP camera network, NVR storage architecture, and remote monitoring platform implemented in four weeks.

OUTCOME

Complete facility coverage with HD IP cameras, centralized NVR management, and mobile monitoring access deployed within the project timeline.

IP CameraNVRStructured Cabling

CS-003AI & AUTOMATION

10k+Docs/Day Automated

NLP Pipeline for Document Processing

Built an NLP automation pipeline to classify, extract, and route high-volume document intake workflows.

CHALLENGE

Manual document review and classification of 10,000+ documents per day was creating processing bottlenecks and routing errors.

APPROACH

Implemented an NLP pipeline using LangChain and custom classification models to automate document intake, extraction, and routing with minimal human intervention.

OUTCOME

Automated processing of over 10,000 documents per day with high classification accuracy and automated downstream routing.

PythonLangChainn8nPostgreSQL

CS-004PC & HARDWARE

60%Faster Render Times

High-Performance Workstation Fleet

Custom-built a fleet of Threadripper workstations for a 3D rendering and VFX production studio.

CHALLENGE

The studio's existing workstations could not handle complex 3D render workloads, causing multi-day render queues and production delays.

APPROACH

Specified, sourced, and assembled a fleet of AMD Threadripper workstations with custom water cooling, optimized for maximum render throughput per watt.

OUTCOME

60% reduction in render times across the studio fleet, eliminating render queue bottlenecks and enabling faster production cycles.

AMD ThreadripperEKWBNVIDIA RTXLinux

CS-005AUTOCAD & SKETCHUP

Legacy → BIMDocumentation Migration

Parametric Architectural Modeling

Migrated legacy 2D floor plan archives to a full BIM-ready parametric AutoCAD documentation set.

CHALLENGE

Legacy 2D architectural drawings in non-standard formats needed to be reconstructed as accurate parametric AutoCAD documentation for a renovation project.

APPROACH

Digitized and redrawn all legacy floor plans in AutoCAD with parametric constraints and LISP automation scripts for repetitive element generation.

OUTCOME

Complete parametric AutoCAD documentation set ready for BIM integration, reducing future modification time significantly.

AutoCADLISPSketchUp

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