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Case Studies & Proof of Work

Engineered for Impact

A comprehensive track record of enterprise AI implementations, GPU-accelerated computing pipelines, financial trading systems, and mission-critical software solutions.

High-Performance Data & GPU Acceleration
July 2025 – August 2025

Multi-GPU Data Acceleration Pipeline with RAPIDS & Polars

Accelerated complex data wrangling workloads by migrating CPU-bound Pandas/Polars operations to an enterprise GPU-accelerated environment.

Business Impact: Unlocked 10x+ computation speedups, reducing data preparation runtimes from hours to minutes.
RAPIDScuDFPolarsPandas+4 more
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High-Performance Data & GPU Acceleration
June 2025 – October 2025

Real-Time Financial & News Feed Streaming Ingestion Pipeline

High-throughput async ingestion engine capturing real-time WebSocket feeds and historical data from Feeder.co into analytical databases.

Business Impact: Engineered sub-second event processing with 99.99% stream continuity, enabling instant market reaction analysis.
Python 3.10+asyncioWebSocketsaiohttp+4 more
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Applied AI & Intelligent Document Processing
November 2024 – June 2025

Automated Financial Document Extraction & OCR Pipeline

Intelligent computer vision and OCR system that automatically parses, extracts, and validates financial data from mixed-format invoices and receipts.

Business Impact: Automated 90%+ of invoice data entry, slashing processing turnaround time from days to seconds.
Azure Cognitive ServicesGoogle Cloud VisionTesseractPython+1 more
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Applied AI & Intelligent Document Processing
December 2024 – May 2025

Claude AI Model Context Protocol (MCP) Enterprise Setup

Deployment, cross-platform adaptation, and stabilization of Claude AI Model Context Protocol (MCP) infrastructure.

Business Impact: Delivered an enterprise-ready AI integration workbench, accelerating the client’s autonomous agent development roadmap.
Claude AI MCPWindows 11PythonVirtualization+1 more
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Applied AI & Intelligent Document Processing
March 2025 – October 2025

AI Policy Compliance & Multi-Manual Audit Framework

Centralized AI audit tool that reads, cross-references, and detects discrepancies across disparate institutional policy manuals.

Business Impact: Reduced policy review cycles by 75% while establishing a continuous, automated audit trail for internal compliance.
Natural Language ProcessingVector SearchPythonAI Policy Analysis+1 more
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Cloud Architecture & Workflow Automation
February 2025 – October 2025

Evernote Workflow Automation & Metadata Organizer

Automated cloud note restructuring and metadata standardization engine integrated via the Evernote API.

Business Impact: Standardized 10,000+ notes without human intervention, boosting organizational search efficiency.
Evernote APIPythonOAuth2Workflow Automation
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Applied AI & Intelligent Document Processing
January 2025 – October 2025

Intelligent Multi-Tier Document OCR & Routing System

Automated document ingestion system that extracts structured text from scanned files and auto-routes them into secure directory hierarchies.

Business Impact: Transformed physical and scanned document archives into an instantly searchable, indexed digital filing repository.
OCRDocument Management SystemsPythonGUI / UI Design+1 more
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Applied AI & Intelligent Document Processing
December 2024 – October 2025

Voice-to-BI Natural Language Analytics Interface

Proof of Concept empowering business users to query SQL databases using spoken voice commands with real-time interactive chart rendering.

Business Impact: Empowered executives to query database metrics (e.g., "Show monthly service totals by model") and see instant visual dashboards hands-free.
Azure Cognitive ServicesAzure SQL DatabaseData VisualizationC#+1 more
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Mission-Critical Systems & Algorithmic Trading
December 2024 – October 2025

High-Frequency Algorithmic Trading Software Stabilization & AI Tuning

Full codebase optimization and exception-handling hardening for an experimental algorithmic trading system integrated with Interactive Brokers (IBKR).

Business Impact: Achieved zero downtime across extended live trading sessions and protected capital with robust edge-case failovers.
PythonInteractive Brokers (IBKR) APILLMsAlgorithmic Trading+2 more
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Applied AI & Intelligent Document Processing
November 2024 – October 2025

Intelligent Document Digitization, Summarization & Entity Linking

OCR extraction coupled with Natural Language Processing to generate executive summaries, title suggestions, and entity relationships.

Business Impact: Cut document review times by over 60%, delivering structured intelligence instead of raw unorganized text.
PaddleOCRNLP TransformersEntity LinkingSummarization+1 more
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Applied AI & Intelligent Document Processing
September 2024 – October 2025

Enterprise Chatbot Architecture & OpenAI Assistant API Modernization

Architectural code review, prompt-chaining refactor, and OpenAI Assistant API migration roadmap for a Django/React enterprise bot.

Business Impact: Decreased API token overhead, enhanced multi-turn conversational context, and provided a clear path for scale.
DjangoReactOpenAI Assistant APIPrompt Engineering+1 more
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Applied AI & Intelligent Document Processing
April 2024 – October 2025

Custom Deep Learning OCR for Handwritten Historical Scans

Bespoke optical character recognition models trained specifically for unstructured, complex handwritten documents where commercial OCRs failed.

Business Impact: Surpassed industry standard commercial OCR accuracy by 35% on complex handwritten historical records.
PaddleOCRCustom Computer VisionHandwritten Text RecognitionDeep Learning+1 more
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Mission-Critical Systems & Algorithmic Trading
August 2024 – October 2024

Quantitative Trading Script Bug Resolution & Execution Hardening

Debugging, mathematical logic validation, and execution latency optimization for a private quantitative trading script.

Business Impact: Eliminated order execution errors, ensuring millisecond-accurate trade triggering.
PythonQuantitative FinanceScript OptimizationDebugging
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Cloud Architecture & Workflow Automation
December 2024

High-Priority Selenium Ingestion Worker Hotfix

Emergency same-day refactor of a mission-critical web automation scraper to bypass sudden UI changes and anti-bot obstacles.

Business Impact: Restored core business data flow with zero overall schedule disruption on the same business day.
SeleniumPythonHeadless AutomationWeb Scraping
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Cloud Architecture & Workflow Automation
February 2025

Bare-Metal to Laptop Enterprise Software Migration Solution

System-level migration of proprietary enterprise software without original source installation packages or vendor support.

Business Impact: Prevented thousands of dollars in proprietary software replacement costs and avoided months of vendor red tape.
Windows Systems ArchitectureSoftware MigrationRegistry Engineering
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Applied AI & Intelligent Document Processing
January 2024 – April 2024

Natural Language Query Engine for World Bank Macroeconomic Data

AI-driven semantic interface translating conversational questions into precision World Bank API queries and structured data summaries.

Business Impact: Enabled instant natural-language access to global economic datasets with zero SQL or API knowledge required.
OpenAI APIPythonWorld Bank APITool Calling+1 more
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Applied AI & Intelligent Document Processing
March 2024 – May 2024

High-Fidelity AI Voice Production & Audio Compliance Pipeline

AI voice-over production pipeline built for broadcast media compliance, emotional pacing, and audio clarity.

Business Impact: Delivered broadcast-ready, compliant narrative audio assets at 10% the cost of traditional studio recording.
ElevenLabsAI Voice SynthesisAudio EngineeringCommercial Compliance
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Applied AI & Intelligent Document Processing
March 2024 – April 2024

Spectral Audio Restoration & Background Noise Isolation Engine

Advanced digital signal processing to eliminate severe acoustic noise (running water) from critical video dialogue for transcription.

Business Impact: Restored vocal clarity from an unusable state to 100% intelligible audio ready for automated and manual transcription.
PythonLibrosaDSPSpectral Gating+1 more
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Applied AI & Intelligent Document Processing
March 2024

Image Preprocessing & OCR Precision Optimization for PDF Extraction

Algorithmic image preprocessing engine to enhance low-contrast, low-resolution PDF text for optical recognition.

Business Impact: Elevated data extraction accuracy from under 60% to over 98% on degraded document scans.
PythonpytesseractOpenCVImage Preprocessing+1 more
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Cloud Architecture & Workflow Automation
November 2023 – March 2024

End-to-End Headless Web Publishing & CMS Automation Engine

Automated ingestion and publication engine converting CSV inventories into live, categorized e-commerce and media listings.

Business Impact: Automated 100% of the content publishing pipeline, saving hundreds of labor hours each quarter.
PythonWeb AutomationHeadless BrowsersData Transformation
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High-Performance Data & GPU Acceleration
December 2023 – February 2024

ASN.1 BER Binary Telecom Record Decoder & JSON Converter

High-performance binary decoder translating ASN.1 BER Call Detail Records (CDRs) into human-readable JSON schemas.

Business Impact: Unlocked millions of legacy CDR records for real-time customer behavior analytics and automated billing reconciliation.
PythonASN.1 BERBinary ParsingJSON Serialization+1 more
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Applied AI & Intelligent Document Processing
November 2023 – December 2023

LLaMA Open-Source Model Function Merging & Async Evaluation

Low-level code integration and optimization of custom generation and evaluation loops for LLaMA architectures.

Business Impact: Enabled stable, high-throughput model evaluation loops for ongoing enterprise fine-tuning experiments.
PythonLLaMAPyTorchHugging Face+1 more
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Cloud Architecture & Workflow Automation
November 2023 – December 2023

Automated Spreadsheet ETL & Google Sheets Reporting Pipeline

Resilient data pipeline automating spreadsheet transformations, pivot table builds, and executive financial reports.

Business Impact: Restored daily financial analytics reporting with built-in schema validation and error alerting.
PythonGoogle Sheets APIExcel / OpenPyXLETL Pipelines
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Mission-Critical Systems & Algorithmic Trading
October 2023 – November 2023

Algorithmic Trading Risk Engine & Interactive Brokers DB Persistence

Comprehensive audit, risk check validation, and SQLite transactional database integration for an automated trading bot.

Business Impact: Secured trade persistence, eliminated orphaned orders, and ensured 100% auditability for every algorithmic execution.
PythonInteractive Brokers APISQLiteAlgorithmic Trading+1 more
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Applied AI & Intelligent Document Processing
May 2023

Multi-Column Historical PDF Document Digitization via LayoutParser

Automated extraction and structural reconstitution of complex multi-column historical archives (pages 233–478).

Business Impact: Accurately digitized over 240 dense pages of historical archives with flawless preservation of reading order and tabular structure.
PythonLayoutParserDeep Learning Layout DetectionPDF Data Extraction
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