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Operational-Excellence

Your “Simple” System Design Is Probably Why It Fails in Production Systems
Four production failures that reveal what “simple” system designs ignore until it’s too late
 • Pradeep Gupta
AI in Production: The Operational Failures No One Mentions in Model Benchmarks
Model accuracy is rarely the real problem. Prompt drift, data drift, latency spikes, and token costs are the operational failures quietly breaking…
 • Pradeep Gupta
The Log Statement That Waited Years to Break Production
If you build systems that run in production, not just pass code reviews, this story is for you. Consider this a reminder to re-evaluate the “small…
 • Pradeep Gupta
Your System Isn’t Unreliable by Accident. You Designed It That Way.
Most outages aren’t caused by bugs, traffic spikes, or bad engineers. They’re the predictable outcome of architectural decisions you already forgot…
 • Pradeep Gupta
Your AI Didn’t Fail. Your Definition of Reliability Did.
When systems become probabilistic, reliability stops being a property and becomes engineered risk.
 • Pradeep Gupta
What Really Happens When You Upload a Video - A System Design Case Study
Inside the Invisible Architecture You Use Every Day - Understand why YouTube feels instant but Drive feels predictable.
 • Pradeep Gupta
Programming Languages: From Applets to AI, Why Java 25 Still Wins
The original 12 buzzwords and how they quietly evolved into the JVM you deploy today.
 • Pradeep Gupta
The Startup That Scaled Yoga, Not Tech
What I learned from practicing with Habuild yoga: how habit, not motivation, shapes identity through relentless consistency.
 • Pradeep Gupta
Designing for Chaos: How CockroachDB’s DNA Rewires Your Application Mindset for Resilience
What if your database didn’t just survive disasters but rewired the way you design apps for the unpredictable? Let’s unravel CockroachDB’s secrets.
 • Pradeep Gupta
Scaling Like Netflix: How Reliability Is Designed, Not Added
Lessons from the World's Most Resilient Streaming Platform
 • Pradeep Gupta
100% Test Coverage. Still Broken in Production
Coverage isn’t protection-it’s a false sense of security. In today’s complex systems, lenient validations hide in plain sight, waiting to…
 • Pradeep Gupta
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