Gideon Potok
Lead ML Engineer @ Egen ✨ | Agentic AI Expert | Bugs fear me | Features love me | Team Lead | Consultant | Apache Spark Contributor
- Role
- Senior Machine Learning Engineer at Egen
- Location
- Brooklyn, NY, US
- LinkedIn followers
- 500 followers
About Gideon Potok
With years of experience delivering AI and ML solutions that scale—from scrappy startups to global enterprises, I can help you build, deploy, and scale your AI/ML solutions. Find out more at gideonpotok.com.
Experience
Senior Machine Learning Engineer
Oct 2024 — Present
Data Science Agents: Architected a multi-agent data science platform using Google ADK + Vertex AI; agents manage BigQuery data, build pipelines, and execute codeA2A and MCP: Engineered a reusable A2A framework for alignment-aware agent workflows. Conducted security-orientedMCP research, uncovering vulnerabilities such as tool poisoning to inform safer deploymentResearch and Voice AI Agents: Delivered a real-time Voice AI accelerator (WebRTC + Twilio, LLM fine-tuning, GKE deployment)Vision AI Pipelines: Built a GenAI pipeline to digitize non-searchable health records, improving accuracy and reducing manual effort
Education
Georgia Institute of Technology
Master's degree
University of Maryland
Bachelor of Science - BS, Computer Science
University of Maryland
Bachelor of Arts - BA, Economics
Skills
- Java
- C
- C++
- Ruby
- Prolog
- Ocaml
- Microsoft Office
- Customer Service
- Microsoft Excel
- Microsoft Word
- Leadership
- Powerpoint
- Research
- Public Speaking
- Project Management
- Software Development
- Relational Databases
- Web Development
- Stata
- Matlab
- Writing
- Literature Reviews (Research)
- Microeconomics
- Macroeconomics
- Discrete Mathematics
- Software Development Life Cycle (Sdlc)
- Enterprise Software
- Software as a Service (Saas)
- Software Implementation
- Software Testing
- Software Design
- Automated Software Testing
- Architecture
- Mysql
- Web Applications
- Agile Project Management
- Hl7
- Iso Standards
- Agile Methodologies
- Network Architecture
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