Full-Spectrum AI Practitioner
I teach engineers how to do the same.
Chief AI Scientist · Data to Deployment · Machine Learning · Edge AI · Data Science.
If you’re building real AI — not demo AI — you’re in the right place.
Stories from real production AI systems — deployments, failures, and lessons learned.
Read the writing →Mental models, checklists, and practical guides for building AI that ships.
Explore resources →The MG Signal
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MG Signal · Machine Learning · Anomaly Detection
The zone rules assume a distribution most real processes don't have. We kept Rule 1, made the limits adaptive, and handled drift as a separate problem.
Read →MG Signal · Gen AI · Machine Learning
Traditional Analytics and ML aren't obsolete. GenAI turns years of unreadable text into data they can use, then explains the results back to people.
Read →MG Signal · Gen AI · Agentic AI
In any agentic system, the model is about 10%. The other 90% is data engineering. An anatomy of one agent turn—and why the leverage was never in the model.
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