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

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…

From Agent-to-Agent to Semantic Networks

There is a revolution underway in how we think about multi-agent systems. It is moving from an orchestra with a conductor to a bunch of one-person bands. Modelling a journey as a set of interacting agents each with specific knowledge, tools, and skills is not trivial to scale. Each hop between agent represents cost, latency,…

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