Dr. David R. Winer
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AI & ML Consulting That Delivers ROI

PhD Computer Scientist | CTO | AI Agent Builder

I help companies build AI systems that solve real business problems. No hype, no buzzwords—just practical machine learning solutions that drive measurable results.

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PhD Computer Science
Deep technical expertise
CTO, Cerbrec
AI startup leadership
ML Engineer
Production systems at scale
ROI Focused
Business impact first

Why Work With Me

Technical Depth

PhD-level understanding of ML fundamentals combined with hands-on engineering experience. I don't just know the theory—I've built and deployed production systems.

Business First

Every technical decision is evaluated through the lens of ROI. I help you identify where AI actually makes sense and where simpler solutions win.

End-to-End

From strategy to deployment, I can guide your entire AI journey—or dive deep into specific technical challenges as a force multiplier for your team.

Technical Leadership Experience

AI Agent Systems

CTO, Cerbrec

Leading development of autonomous AI agent platform. Built scalable multi-agent architectures handling complex workflows with deterministic reliability requirements.

Architected systems processing 100K+ agent interactions daily

Production ML Systems

Machine Learning Engineer

Developed and deployed ML models for recommendation systems, NLP pipelines, and predictive analytics. Focused on latency optimization and cost reduction at scale.

Reduced inference costs by 60% while improving model performance

Research to Production

Software Engineer & Researcher

Bridged the gap between cutting-edge research and production systems. Specialized in taking novel ML approaches and making them work reliably in real-world environments.

Successfully transitioned 5+ research projects to production

How I Can Help

AI Strategy

Identify high-impact opportunities and build roadmaps that balance ambition with practicality

ML System Design

Architecture and implementation of scalable machine learning pipelines

AI Agent Development

Build autonomous agents that handle complex tasks reliably

Technical Due Diligence

Evaluate AI capabilities and technical architecture for investors

Team Augmentation

Embed with your engineering team as a senior technical leader

Model Optimization

Improve performance, reduce costs, and accelerate inference

SOW & Project Scoping

Clear, detailed statements of work that align technical delivery with business goals

Maintenance Agreements

Structure ongoing support and system maintenance contracts

Recent Writing

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Let's Build Something That Matters

Whether you're exploring AI opportunities or facing specific technical challenges, I'm here to help.

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