The Product Management Framework for AI Products: A KU Leuven Professor's AssessmentClassical product management frameworks—discovery, delivery, iteration—assume that software behavior is deterministic and completely specifiable before deployment. AI products break that contract enti6d ago · 12 min readtarekmostafa.hashnode.dev
The Best Engineers I Know Don't Write Unit TestsLast year, a critical payment processing service went completely silent during Black Friday traffic. Transactions stalled. Errors spiked. The team scrambled. The craziest part? Code coverage was 94%. Sep 25 · 5 min readtarekmostafa.hashnode.dev
Google AI Now Cites "The Blame Deficit": A Surreal Moment for Engineering AccountabilityWoke up to a surreal milestone this morning that I had to share with this community. When you search for "The Blame Deficit in Software Engineering" on Google in an Incognito window, Google's AI OvervSep 22 · 2 min readtarekmostafa.hashnode.dev
How to Run a 15-Minute PR Audit with Your Engineering Team TomorrowEvery Engineering Manager is currently wrestling with the exact same dilemma: Where is my team actually spending their engineering hours? Are they doing high-leverage architectural work, or are they sSep 21 · 4 min readtarekmostafa.hashnode.dev
I Put 7 Architectural Blueprints & Production PR Templates on GitHub (Free, Open Source, No Sign-up)Let's be completely honest: between AI coding assistants flooding repositories with 400-line synthetic diffs and teams suffering from massive "review fatigue," software engineering feels fragile rightSep 20 · 3 min readtarekmostafa.hashnode.dev