The security engineer’s face went pale when she pulled up the access logs. Her team had deployed a fraud detection model to production three weeks earlier — standard stuff, containerized inference running on Kubernetes. Except someone had been quietly exfiltrating the model weights for the past eleven days through an API endpoint they’d forgotten to […]
The security engineer’s face went pale when she pulled up the access logs. Her team had deployed a fraud detection model to production three weeks earlier — standard stuff, containerized inference running on Kubernetes. Except someone had been quietly exfiltrating the model weights for the past eleven days through an API endpoint they’d forgotten to […]
Most DevOps engineers know that running containers with the privileged flag is dangerous. It’s one of those things we all learn early on – never use privileged mode in production unless you absolutely have to. Security teams flag it, auditors complain about it, and for good reason. But here’s what scared me recently: there’s something […]
Most DevOps engineers know that running containers with the privileged flag is dangerous. It’s one of those things we all learn early on – never use privileged mode in production unless you absolutely have to. Security teams flag it, auditors complain about it, and for good reason. But here’s what scared me recently: there’s something […]
Objective Statement This study proposes a scalable, modular, and cloud-native microservice architecture tailored for the insurance industry. The goal is to enable rapid enterprise-wide analytics adoption, seamless AI integration, and real-time data processing through containerization, orchestration, and service-based deployment models that enhance scalability, agility, and system resilience. Problem Context Although insurers are among the earliest […]
Objective Statement This study proposes a scalable, modular, and cloud-native microservice architecture tailored for the insurance industry. The goal is to enable rapid enterprise-wide analytics adoption, seamless AI integration, and real-time data processing through containerization, orchestration, and service-based deployment models that enhance scalability, agility, and system resilience. Problem Context Although insurers are among the earliest […]
Introduction: From Custom-Code Chaos to Connection Harmony For decades, connecting software systems meant one thing: custom code. Every new integration required a new connector, another adapter, and a fresh set of maintenance nightmares. The same pain has now reached the world of AI. Developers are writing endless glue code to make large language models (LLMs) […]
Introduction: From Custom-Code Chaos to Connection Harmony For decades, connecting software systems meant one thing: custom code. Every new integration required a new connector, another adapter, and a fresh set of maintenance nightmares. The same pain has now reached the world of AI. Developers are writing endless glue code to make large language models (LLMs) […]
At a previous company, we hit a point where our PostgreSQL database was clearly becoming a bottleneck. The primary instance was responsible for every user-facing search request, including some heavy queries from long-time users with years of historical data. CPU usage kept climbing, and before long, we were already running on the largest instance size […]
When a new application starts, everything feels simple: features look straightforward, the architecture is clean, and launch day goes smoothly. Then the real work begins — a steady flow of new features, refactors, and bug fixes. You need to ship critical fixes fast without revealing unfinished pages or risky changes to customers. As the scope […]
