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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Frameworks

Mental models, checklists, and practical guides for building AI that ships.

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The MG Signal

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From the field

MG Signal · Agentic AI · Gen AI

You Cannot Delegate What You Cannot Check

21 October 2026

Across people doing similar work, the share of it AI can take over runs from under ten per cent to over ninety. What decides it is not the model.

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MG Signal · Gen AI · Agentic AI

The Bottleneck Was Never the Code

7 October 2026

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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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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