Where QA (Testers) Step In: The Albatross Method’s Early and Continuous Testing Integration

Introduction One of the most distinctive advantages of the Albatross method is how it redefines the role of Quality Assurance (QA) testers—not as gatekeepers at the end of a pipeline, but as early, active participants […]

Stripping Off the New Clothes of Kanban’s Work-Amount Prediction

A short fable about a method that produces confident numbers and calls it rigor. There’s an old story about an emperor who is sold a suit of clothes so fine that only the wise can […]

Will AI Replace Programmers? A Structured Analysis of AI, Code Quality, and the Future of Software Work

Introduction The question “will AI replace programmers?” is usually posed and answered badly. The optimistic camp says AI is just autocomplete; the pessimistic camp says coders are obsolete. Both miss what is actually happening. This […]

Agile Quietly Shifted the Risk to the Client — and Now Clients Are Asked to Act Like Engineers

Agile didn’t just change how software gets built. It changed who carries the risk. And most clients were never told. Here’s what Agile quietly hands to the client: 1. Ownership of priorities.In Scrum, the Product […]

Hidden Debt in Outsourced Software: Why Fees Rise, Systems Get Rebuilt Early, and What to Do About It

If you outsource your software, hidden debt will raise your maintenance fees and force an early rebuild — and by the time it’s visible, fixing it is expensive for everyone. Including the vendor. Here’s why […]

Beyond Scrum and Kanban: Why Popular Agile Methods Fail Serious Software Projects—and What to Do Instead

Introduction: The Uncomfortable Question Software projects are still failing at alarming rates—despite decades of “Agile adoption.” Engineers are burning out in London, Bangalore, New York, and Tokyo. Morale is collapsing. Quality is declining. The methodologies […]

Is CI/CD Your Savior? Think Again.

A pragmatic look at the hidden costs, the small-batch myth, and why user trust matters more than deploy frequency. I. Introduction “CI/CD will save you money. It will make your team faster. It will eliminate […]

It’s Time to Rethink Agile. The Albatross Method Is the Advanced PM’s Choice.

Why project managers who have outgrown reactive rituals are turning to proactive, component-based engineering. Introduction: A Global Crisis Beneath the Agile Banner Software projects are still failing at alarming rates—despite decades of “Agile adoption.” Engineers […]

Understand Relu as a Piecewise Function

Relu is an activation function defined as:$$Relu(x)=\begin{cases}x, & x > 0 \\0, & otherwise\end{cases}$$. This function has an interesting property that it can act like an open/close switch. To see why, suppose $\vec{x}$ is a […]

Understand Why A Sole Linear Layer Does Not Classify Well

In deep neural network, the most frequently used component may be the linear layer. However, the linear layer itself does not work well as a classifier. In this article, I intend to explain why from […]