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

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…

Building OKF Bundles Using Your Own Agent Harness

This post follows up on the previous posts and attempts to build a generic harness that builds out OKF bundles on any topic. This aims to showcase the tech behind products such as Copilot CLI. OKF bundles are one example of a knowledge artefact that can be used to provide information to specialised agents for…

https://test123.com/

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