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AI Systems - Classified into 7 types
Reflections after completing the Introduction to CPMAI certification from PMI. I recently completed the Introduction to CPMAI (Cognitive Project Management for AI) Â certification, a structured framework for managing AI and machine learning projects effectively. Unlike traditional software delivery, AI projects are data-driven, iterative, and probabilistic , which makes them uniquely complex. One of the most useful takeaways from CPMAI was learning about the seven common patte
Arnab Rajkhowa
3 min read


Great products die in silos!
A few months into one of my mobile product cycles, we started building something I was genuinely excited about a BLE-based router recovery feature . The idea was simple but powerful: help field engineers reconnect routers quickly, without needing cables or manual setup. Using Bluetooth Low Energy (BLE), the mobile app could automatically detect, pair, and recover routers on-site. We spent about three months building it with two teams - the app development team and the Firmwar
Arnab Rajkhowa
2 min read


We Built a Great Product. Only 3 Customers Bought It.
In product management, failure isn’t rare. But the failures that teach you the most are the ones that looked like wins  right until they weren’t. A couple of years ago, I led the development of a SIM Analytics Tool - a data dashboard designed to give enterprise customers deep insights into their SIM usage, performance, and diagnostics. We built it with conviction. Our users had asked for more visibility, better reporting, and proactive anomaly detection. We validated the prob
Arnab Rajkhowa
3 min read


Product Life Cycle - An ever evolving conversation
Yesterday evening, I received a call from my brother Deborishi Rajkhowa . After some usual chit chats, we pivoted to some serious...
Arnab Rajkhowa
2 min read


Product Management — The Product Life Cycle
The day-to day work of a product manager varies over the course of the product life cycle. Modern product development doesn’t follow a...
Arnab Rajkhowa
2 min read


Achieving greater Transparency with Kanban
Here, I am going to talk about Kanban and how Kanban methodology can be used as a tool to achieve greater transparency upholding the...
Arnab Rajkhowa
7 min read


Scrum Master Transition
Originally written in May, 2020 I was working as a Scrum Master for 3 teams until yesterday. I had to transition my responsibilities to 3...
Arnab Rajkhowa
3 min read


Manifesto for Agile Software Development — Would it remain the same after lockdown?
Originally written on 19th April, 2020 After Covid-19 pandemic hit the world, things are no longer the same. With lockdown across and...
Arnab Rajkhowa
2 min read


Agile Manifesto in Hindi
Although I have read the English version of Agile Manifesto for the first time in 2014, I haven’t seen the Hindi version of it until...
Arnab Rajkhowa
1 min read


Onshore Offshore Relationships
In the era of Information Technology where people work round the clock and round the globe, it is evident that people from various...
Arnab Rajkhowa
3 min read
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