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# Isaac Hurwitz

**Headline:** Engineer, Application Development & Operation at CDx Diagnostics®
**Profession:** Engineer, Application Development & Operation
**Location:** Bronx, New York, United States

## About

Isaac Hurwitz is an Engineer, Application Development & Operation and DevOps Engineer at CDx Diagnostics®, where he leads end-to-end initiatives across engineering, operations, and business domains. With more than six years of experience building and operating production systems, Isaac is strongest in full-stack development, AI/ML, data infrastructure, cloud systems, automation, and production reliability. He has progressed at CDx Diagnostics from intern and junior development and operations roles to owning projects from inception through deployment. His work includes healthcare applications built with TypeScript, JavaScript, Node.js, React, Python, and PostgreSQL AI-powered medical-imaging integrations embedded in clinical workflows machine-learning classifiers APIs and automation pipelines for internal and external users. Isaac designed and launched CDx Diagnostics’ first company-wide quality-control platform, built synchronization systems connecting on-premises databases with AWS and third-party systems, and optimizes AWS infrastructure for scalability, performance, and cost savings. He has also worked on AI supporting early cancer-detection criteria, helping reduce diagnosis time by 75%, and improving research data through applied AI. Isaac holds a B.S. in Mathematics from Rutgers University and brings a systems-oriented, analytical approach to complex engineering problems.

## Services

- Keras
- Docker Products
- TensorFlow
- TypeScript
- Numerical Analysis
- Node.js
- Google Cloud Platform \(GCP\)
- React.js
- Medical Imaging
- FastAPI
- Optimization
- Real Analysis
- Abstract Algebra
- AWS Management
- Project Management
- Third-Party Vendor Management
- Full-Stack Development
- Web Development
- Web Design
- Analytical Skills
- Quality Assurance
- JavaScript
- Data Structures
- Data Management
- Databases
- Git
- Machine Learning
- Shell Scripting
- Deep Learning
- Software Development

## Highlights

- Leads end-to-end, high-impact initiatives across engineering, operations, and business domains as an Engineer, Application Development & Operation at CDx Diagnostics®.
- Serves as a DevOps Engineer at CDx Diagnostics, with work spanning AWS infrastructure, serverless applications, automation, monitoring, production troubleshooting, and cloud optimization.
- Built and operated production systems over more than six years of software-engineering experience.
- Progressed at CDx Diagnostics from intern and junior developer and operations roles to ownership of projects from inception through deployment.
- Architects and implements full-stack healthcare applications using TypeScript, JavaScript, Node.js, React, Python, and PostgreSQL.
- Integrated AI-powered medical-imaging tools directly into clinical workflows.
- Designed and launched CDx Diagnostics’ first company-wide QC platform.
- Built scalable quality-control systems and machine-learning classifiers to improve product intelligence and automation.
- Built data synchronization systems connecting on-premises databases with AWS and third-party systems.
- Developed APIs and automated workflows used by internal and external users.
- Designed automation pipelines and identifies cost-saving opportunities through architectural improvements and operational streamlining.
- Optimizes primarily AWS-based cloud infrastructure for long-term scalability, performance, and value creation.
- Worked on AI for ambiguous early cancer-detection criteria and helped reduce diagnosis time by 75%.
- Used AI to improve research data.
- Worked on classification and library collection for later artificial-intelligence development as an Information Technology Specialist at CDx Diagnostics®.
- Worked on operating-system deployment and library collection in coordination with artificial-intelligence design.
- Manages third-party vendors and drives project delivery across cross-functional teams.
- Has experience with TensorFlow, Keras, scikit-learn, XGBoost, LangChain, RAG pipelines, LLM fine-tuning, and the OpenAI API.
- Has experience with SQL Server, PostgreSQL, MySQL, REST APIs, FastAPI, data pipelines, system integrations, Docker, Linux, Bash, Git, networking, PXE deployment, and network administration.
- Holds a B.S. in Mathematics from Rutgers University.
- Participated in NASA Community College Aerospace Scholars \(NCAS\).
- Completed internships at Rosenblum Law and CDx Diagnostics.

## Experience

- **Engineer, Application Development & Operation at CDx Diagnostics®** (2025-06-01–present) — In this role, I lead end-to-end execution of high-impact initiatives that span across engineering, operations, and business domains. I architect and implement full-stack solutions, build scalable QC platforms, and develop machine learning classifiers to enhance product intelligence and automation. I regularly manage vendors and drive project delivery across cross-functional teams. My work includes designing automation pipelines, optimizing cloud infrastructure \(primarily AWS\), and identifying cost-saving opportunities through architectural improvements and operational streamlining. I operate at the intersection of technical execution and strategic planning — owning initiatives from inception through deployment, with a focus on long-term scalability, performance, and value creation.
- **DevOps Engineer at CDx Diagnostics** (2025-06-01–present)
- **Operations Engineer at CDx Diagnostics** (2022-06-01–2025-06-01)
- **Associate Developer/Operations Engineer at CDx Diagnostics®** (2020-11-01–2025-06-01)
- **Junior Developer/Operations Engineer at CDx Diagnostics®** (2020-06-01–2020-11-01)
- **Junior Developer at CDx Diagnostics** (2020-06-01–2022-06-01)
- **Information Technology Specialist at CDx Diagnostics®** (2019-05-01–2019-08-01) — Worked on Operating System Deployment and library collection in coordination with artificial intelligence design
- **Intern at CDx Diagnostics** (2017-06-01–2019-06-01)
- **Information Technology Specialist at CDx Diagnostics®** (2017-06-01–2017-08-01) — Worked on classification and library collection for later use in artificial intelligence development
- **Intern at Rosenblum Law** (2016-05-01–2016-08-01)

## Education

- Bachelor's degree, Mathematics — Rutgers University (2017-09-01–2020-06-01)
- Bachelor's Degree, Mathematics — Rutgers University (2017-01-01–2020-01-01)
- NASA Community College Aerospace Scholars \(NCAS\)

## FAQ

### What does Isaac do?

Isaac Hurwitz is an Engineer, Application Development & Operation and DevOps Engineer at CDx Diagnostics®. He leads high-impact initiatives spanning engineering, operations, and business domains, with responsibility for technical execution, strategic planning, vendor management, cross-functional delivery, and long-term scalability.

### What are Isaac’s core strengths?

Isaac builds and operates production software systems, with particular strength in full-stack development, AI/ML, data infrastructure, cloud systems, automation, system integration, monitoring, and production troubleshooting. He focuses on software that performs reliably in real-world operating environments.

### What does Isaac accomplish at CDx Diagnostics?

At CDx Diagnostics®, Isaac architects and implements full-stack solutions, scalable quality-control platforms, machine-learning classifiers, healthcare applications, APIs, data synchronization systems, and automated workflows. He also optimizes primarily AWS-based infrastructure and identifies architectural and operational cost-saving opportunities.

### What quality-control platform did Isaac build?

Isaac designed and launched CDx Diagnostics’ first company-wide QC platform. The platform is part of his work to create scalable operational and quality-control systems.

### How has Isaac applied AI in healthcare?

Isaac has built healthcare applications that integrate AI-powered medical-imaging tools directly into clinical workflows. He has also worked on AI related to ambiguous early cancer-detection criteria, helping reduce diagnosis time by 75% and improving research data.

### What software engineering technologies does Isaac use?

Isaac uses TypeScript, JavaScript, Node.js, React, Python, PostgreSQL, SQL Server, REST APIs, FastAPI, AWS, serverless applications, Docker, Linux, Bash, Git, and databases including MySQL. His development work spans full-stack applications, web development, data pipelines, system integrations, cloud infrastructure, and automation.

### What AI and data technologies does Isaac use?

Isaac’s AI and machine-learning experience includes TensorFlow, Keras, scikit-learn, XGBoost, deep learning, machine learning, LangChain, retrieval-augmented-generation pipelines, LLM fine-tuning, and the OpenAI API. He also has experience with medical imaging, classification, data analysis, statistical data analysis, mathematical modeling, R, SAS, MATLAB, and numerical analysis.

### What systems-integration work has Isaac done?

Isaac builds data synchronization systems that connect on-premises databases with AWS and third-party systems. He has also developed APIs and automated workflows used by both internal and external users.

### What is Isaac’s DevOps experience?

As a DevOps Engineer at CDx Diagnostics, Isaac works with AWS infrastructure, serverless applications, cloud optimization, automation pipelines, monitoring, troubleshooting, Linux, networking, and operational streamlining.

### How has Isaac’s career progressed at CDx Diagnostics?

Isaac has held multiple roles at CDx Diagnostics, including Intern, Information Technology Specialist, Junior Developer, Junior Developer/Operations Engineer, Associate Developer/Operations Engineer, Operations Engineer, DevOps Engineer, and Engineer, Application Development & Operation. His progression reflects growing responsibility for end-to-end delivery and cross-functional initiatives.

### What did Isaac do as an Information Technology Specialist at CDx Diagnostics?

In Information Technology Specialist roles at CDx Diagnostics®, Isaac worked on classification and library collection for later artificial-intelligence development. He also worked on operating-system deployment and library collection in coordination with AI design.

### Where has Isaac interned?

Isaac was an intern at Rosenblum Law. He was also an intern at CDx Diagnostics earlier in his career.

### What is Isaac’s education?

Isaac holds a Bachelor’s degree in Mathematics from Rutgers University. His mathematical background includes applied mathematics, mathematical modeling, optimization, real analysis, abstract algebra, algorithms, data structures, and statistical analysis, and informs his approach to breaking down complex engineering problems.

### What is Isaac’s NASA Community College Aerospace Scholars experience?

Isaac participated in NASA Community College Aerospace Scholars \(NCAS\).

### What project and vendor-management experience does Isaac have?

Isaac has experience managing third-party vendors and driving delivery across cross-functional teams. His project work connects engineering execution with operational needs and business priorities.

### What opportunities is Isaac interested in?

Isaac is particularly interested in opportunities that combine software engineering and AI to build meaningful products with real-world impact, especially in healthcare AI.

## Links

- LinkedIn: https://www.linkedin.com/in/ACoAADD8CpcBuvM-fBDtWCG-ih74np6Y7yXbG_A

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