Why AI Development Will Not Pause Voluntarily
AI companies may agree on safety standards, but commercial competition and the race for sovereign models make a voluntary pause in AI development unlikely.
Read post →Beyond the job title
I write about engineering leadership, resilient systems, AI-assisted prototyping and the practical decisions behind getting complex work shipped.
This site is also a record of the questions I keep returning to, the things I build to understand them, and the life that gives those questions some meaning.

AI companies may agree on safety standards, but commercial competition and the race for sovereign models make a voluntary pause in AI development unlikely.
Read post →Most companies say that appraisals are meant to improve performance. In many organisations, they do something else. They create anxiety, paperwork and political behaviour …
Read post →Young employees are often blamed for asking clear questions, wanting a life outside work, and changing jobs. I see those as sensible responses to unclear work and …
Read post →A proposal for an independent, user-led spam filter for app notifications.
Read post →How I use OpenClaw as a local automation layer alongside ChatGPT, Claude and Gemini, including a channel-neutral notification architecture and the practical limits I have …
Read post →A small experiment using a Kindle, Google Apps Script and AI to build a low-cost personal dashboard.
Read post →Ask about Manuj’s work, writing, labs or advisory work.