Writing to understand.
Articles and observations across industry, leadership, technology, business, society, and learning.
Beyond the Degree: Test the Work Before Judging the Engineer
Does supervised practice make engineering graduates more job-ready? Rather than accept a headline’s diagnosis, Indian industry could test a narrower proposition through safe workplace tasks in measurement, troubleshooting and quality.
When AI Leaves the Screen, the Test Changes
Physical AI should be judged by more than recognition accuracy. A bounded inspection pilot can test whether edge inference meets timing requirements, fails safely and improves on an existing quality-control baseline—before it gains authority over a machine.
Do We Review Machines More Carefully Than the People Operating Them?
The Delhi High Court’s reported concern about labourers’ pay and neglect raises a practical management question: should pay, training and recognition receive the same disciplined review as safety and quality? A proposed experiment focuses on accountability without assuming causal links.
When technology changes dependency
A placeholder essay examining how tools, money, and systems reshape the ways people need one another.
Learning from the shop floor
A framework for turning operational observation into practical organisational learning.
Leadership as system design
Why good leadership may be less about control and more about creating conditions for sound decisions.
AI and institutional memory
Questions for organisations considering AI as a layer over accumulated experience.