Synchronizing Code, Data and ML Pipelines for Modern Software Delivery

In the rapidly evolving landscape of software development, the integration and delivery of code, data, and machine learning models have become critical components. The synchronization of Continuous Integration/Continuous Delivery (CI/CD) pipelines, data pipelines, and machine learning workflows is not just a trend but a necessity for efficient and effective software delivery. This article delves into ... Read more

Chat-GPT API Usage Limits and Credits

For those trying to figure out why the API may not work in your application, you need to check the OpenAI account to see if you have enough credits. Credits are independent of any subscription plan unfortunately. I hope the API model will change to something more manageable (though I understand why it is the ... Read more

Key Product Management Metrics Every PM Should Know

In the dynamic world of product management, metrics are the compass that guides decision-making and validates product strategies. They provide insights into user behavior, product performance, and the overall health of a business. Let's delve into some of the most essential product management metrics and understand their significance. 1. TARS (Target Users, Active Users, Retention, ... Read more

Aligning Non-Functional or Quality Attributes to Functional Requirements

Introduction In software engineering, functional requirements define what a system is supposed to do, while non-functional requirements (NFRs) or quality attributes define how well the system does it. Aligning these two aspects is crucial for delivering a product that meets both the functional needs and quality expectations. Understanding Functional and Non-Functional Requirements Aligning Quality Attributes ... Read more

MECE Framework in Product Management: A Comprehensive Guide

Introduction In the world of product management, decision-making is a critical skill. The MECE (Mutually Exclusive, Collectively Exhaustive) framework is a principle that helps product managers make decisions with clarity and precision. This blog post will explore the MECE framework, its application in product management, and provide real-world examples. What is the MECE Framework? MECE ... Read more

Occam's Razor and Product Management

Occam's razor is a principle that recommends selecting the simplest explanation or solution when faced with multiple options for solving a problem. Here are some ways it can apply to technical product management: In essence, Occam's razor helps technical PMs avoid overcomplicating products and processes. It pushes for iterative delivery of an elegant minimum viable ... Read more