Matthew Fredrick
Senior AI/ML Software Engineer | Technical Lead
Building enterprise AI safety systems and MLOps platforms that protect millions of users.
About
Senior AI/ML Software Engineer at Cisco with a track record of shipping enterprise-scale AI safety systems and MLOps platforms. I lead cross-functional teams to deliver production ML solutions—from LLM guardrails protecting millions of users to synthetic data pipelines that cut development time by 90%. I'm looking for technical leadership roles where I can drive high-impact AI initiatives from conception to production.
Key Highlights
Technical Leadership
Daily partnership with product, security, linguistics, and platform teams. Go-to technical authority for MLOps strategy across the organization.
MLOps Platform
Architected a comprehensive MLOps platform for AI/ML model lifecycle management using Airflow and MLflow, adopted across multiple teams.
AI Safety at Scale
Designed and shipped LLM guardrails and safety features protecting millions of users—content filtering, prompt injection defense, jailbreak prevention, and toxicity detection.
End-to-End Delivery
Led initiatives from conception to production including synthetic data pipelines that reduced data-creation effort by ~90% and autonomous red-teaming agents.
Technical Skills
ML/AI
MLOps
Cloud & Infra
Languages
Featured Work
Resume RAG — Chat with My Experience
An interactive demo built with Retrieval-Augmented Generation: ask any question about my background and get grounded, cited answers drawn directly from my resume. Built with a vector store, embedding pipeline, and an LLM response layer.
PR Review Feedback Extractor
Extracts PR review feedback and generates AI-ready prompts for continuous improvement.
More on GitHub
Open source projects and contributions.