All Blog Posts
Deep dives into tech, AI, and development

When RabbitMQ Notifications Go Wrong: The Production Failures No One Warns You About
Sending notifications with RabbitMQ looks simple — publish a message, consume it, send email or push. But under real traffic, retry storms, duplicate sends, ordering issues, and dead-letter queues start appearing. This post breaks down what actually goes wrong and how production systems handle it.</p>

Kafka Consumer Lag Is a Symptom, Not a Problem
Kafka consumer lag is one of the most misunderstood metrics in streaming systems. Teams panic when lag increases, celebrate when it drops to zero, and often miss the real issue entirely. This post explains what lag actually means, when it matters, and how senior teams reason about it in production.</p>

Why Your Docker Images Are Quietly Killing Your Cloud Bills (and Latency)
Read the full post for details.

Making Voice AI Truly Real-Time: Reducing Latency in Production Systems
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Preserving Context in LLMs: Why Long Conversations Are Harder Than They Look
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How Amazon S3 Really Works: Designing Storage for Internet Scale
Amazon S3 looks deceptively simple: put an object, get an object. Behind that simplicity is one of the most sophisticated distributed storage systems ever built.