Fish Eye View

This is the personal blog of Azahar Machwe.

I am passionate about technology and using it to solve real world problems. This is the place to put those thoughts that keep me awake at night!

Latest from the Blog

God at the Bottom of the Stack

The first gulp from the glass of natural sciences will make you an atheist, but at the bottom of the glass God is waiting for you. – Attributed to Werner Heisenberg There is uncertainty about the attribution of the above quote which fittingly reflects the uncertainty of reality (a quantum pun on the Heisenberg Uncertainty…

Revisiting Confessions in AI

What are Confessions? Confessions are additional outputs produced by a language model (when it has been trained to do so) that describe any hidden errors, incorrect assumptions, or rule-breaking that may have influenced a particular output. The primary use-case is as a diagnostics and monitoring tool. The LLM training in this case involves two non-interacting…

Why India’s GDP Gets Rewritten

India has changed its GDP base year three times since 2010: in 2010, 2015 and 2026. Each time, the headlines say growth has been “revised.” That word covers several different things, and only some tell you about the real economy. Level versus Growth In 2026 the base year moved from 2011-12 to 2022-23. Nominal GDP…

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