MG Signal · Gen AI · Agentic AI
The Bottleneck Was Never the Code
A one-page spec produced working software in an hour. Everything between that and a product people could depend on was not in the page, because nobody had decided it yet.
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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.
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MG Signal · Gen AI · Agentic AI
A one-page spec produced working software in an hour. Everything between that and a product people could depend on was not in the page, because nobody had decided it yet.
Read →MG Signal · Gen AI · Machine Learning
Eigenvalues shaped search in 1990 and ranked the web in 1998. They still sit under embeddings, PCA and LoRA. The small end of the spectrum may have one more use.
Read →MG Signal · Machine Learning · Survival Analysis
Failures were rare, so most of our data wasn't failure data. Survival analysis let every observation contribute what it actually knew, instead of forcing a label.
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