Full-Spectrum AI Practitioner

I build AI that works.

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.

MG Manoj Gunasekaran, Chief AI Scientist at Brillersys
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Writing

Stories from real production AI systems — deployments, failures, and lessons learned.

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From the field

MG Signal · Gen AI · Machine Learning

Old Mathematics Quietly Powers Modern AI

23 September 2026

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.

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MG Signal · Machine Learning · Survival Analysis

Everyone Predicts Failure. Few Predict Time.

9 September 2026

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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MG Signal · Machine Learning · Anomaly Detection

Why We Stopped Using Western Electric Rules

26 August 2026

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.

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