We Trusted Auto-Ack. The Queue Agreed. Our Costs Didn't.
Most async bugs announce themselves. This one didn't. No failed jobs. No customer complaints. No error logs. Just infrastructure costs climbing steadi…
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DevOps for Developers: Reducing Cognitive Load and Boosting Transparency
For many developers, DevOps feels like unfamiliar, overcomplicated territory filled with tangled pipelines, cloud infrastructure nuances, and containe…
How I bypassed Vercel Serverless timeouts to build a decoupled document ingestion pipeline
If you’ve ever tried to build an asynchronous document processing or RAG pipeline using Next.js API routes hosted on Vercel, you know that even with m…
C_STD : A Leak-Free, Cross-Platform Standard Library for Modern C
c_std: A Leak-Free, Cross-Platform Standard Library for Modern C Bringing the comfort of the C++ STL and Python's standard library to C17 — without le…
Stop Using LLMs to Audit Other LLMs: You Are Bricking Your Production Latency
Look at your modern Agentic AI stack. An agent wants to execute a tool, trigger a deployment, access a database, or call an external API. Because nobo…
The Ghost in the Veltrix: Why Our Treasure Hunt Engine Was Sending Operators Down the Wrong Rabbit Hole
In November 2023 we ran our first global Hytale servers on Google Kubernetes Engine using Veltrix 3.2 as our configuration orchestrator. The Treasure …
Veltrix Configuration: Where Premature Optimisation Goes to Die
The Problem We Were Actually Solving I still remember the day our team was tasked with configuring Veltrix for a large-scale Hytale deployment. We had…
YouTube Backend: How Database & Data Management Actually Work
If you've ever wondered what happens the moment you hit "upload" on a YouTube video, you're asking one of the most interesting questions in modern sof…
Teaching a Computer to Play 4X: How the Annhexation AI Works
Building a believable computer opponent for a 4X strategy game is one of those problems that turns out to be bottomless. I'd use the cliche it looks s…
The Real Sovereign OS - OnemanBSD updated!
I lost more than 60 days but I made a huge update All OnemanBSD OS is now 64 bits. I also removed all bloat like Rust, Wayland and Qt dependencies fro…
Apache Kafka End of Life: Kafka Versions EOL Every 4 Months — Are You Behind?
Apache Kafka's release cadence is fast. A new minor version ships roughly every four months. EOL dates arrive quickly — and because Kafka sits at the …
Observability Telemetry and Predictive AIOps
The Non-Negotiable Imperative: Architecting Predictive AIOps for IBM ACE/MQ The era of reactive integration management is dead. In today's hyper-conne…
Global Precision & Financial Calculations
Global Precision and how it could impact the financial calculations When you're building anything that handles money, someone eventually asks: "how ma…
Building AI Workflows Is Easy. Making Them Reliable Is Systems Engineering
Building the first version of an AI workflow is usually easy. Connect an LLM to a few tools. Add some instructions. Let the model decide what to do ne…
AI Agents Are the New Microservices & A2A Is Their HTTP(s)
Introduction As enterprises race to deploy generative AI Apps/Agents , the hardest question isn't " which foundation model do we use?. " it's "how do …
Inside Uber's Architecture: Engineering Decisions That Power Millions of Rides Every Day
Why Study Real-World Architectures? Most system design discussions focus on theoretical architectures that work well on whiteboards. Real-world system…
Building software in C#: part 2 - code architecture
In my previous post, I described how historical trends shaped our (or at least my) perception of software architecture. However, with experience and s…
Stop Overloading Your REST APIs: A Practical Guide to gRPC
Why traditional REST isn’t always enough and how gRPC is changing the way our microservices talk to each other. If you are building microservices, mob…
Understanding Event-Driven Architecture (EDA) With Real-World Examples
Modern software systems don’t behave like traditional request–response applications anymore. As applications grow into distributed, real-time, and glo…
Treasure Hunt Engine Was a Nightmare Until I Stopped Believing the Documentation
The Problem We Were Actually Solving I was tasked with implementing a Treasure Hunt Engine for our company's annual event, using the Veltrix platform …
The Autonomous "Budget-Bound" Agent: Securing AI with Bedrock AgentCore Payments
If you are building multi-agent AI systems in production, you are likely hitting a massive security and accounting wall: The API Key Nightmare. As AI …
Executable Architectural Intent: The Promotion Path From Docs to Constraints
Most project knowledge wants to be findable. A smaller, more important subset has to be binding. Executable architectural intent is the name for that …
SRP's Vocabulary Problem: Why Every Reformulation Failed
I've just published SRP's Vocabulary Problem: Why Every Reformulation Failed . The Single Responsibility Principle has been criticized as vague, ambig…
Cold Starts in Serverless
The Great Serverless Pause: Battling the "Cold Start" Beast Ever ordered a pizza and it took ages to arrive, leaving you ravenous and staring at an em…
Document Generation for Developers: Security, Compliance, and Build-vs-Buy Decisions for the Template-Plus-Data Pipeline
When a deal closes in your CRM and a contract still needs a human to open Word, paste in the account name, and adjust the pricing table, you have a do…
Designing a Resilient Media Orchestration System: Event-Driven Architecture with Real-Time AI
Designing a Resilient Media Orchestration System: Event-Driven Architecture with Real-Time AI Every content team eventually faces the same wall: you'v…
The Age of Architecture: AI Coding Agents Are Forcing Us to Build Better Systems
What Good Engineering Looks Like A few years ago, if you told a team that architecture was more important than implementation, you'd probably get some…
The Repository Pattern and AQC — Part 1 of 3: Cleaning Up the Internals
The Series This is the first article in a three-part series on migrating from a traditional Repository Pattern implementation toward Atomic Query Cons…
Treasure Hunt Engine Was a Nightmare to Operate Until We Fixed These Three Critical Flaws
The Problem We Were Actually Solving I was tasked with operating the Treasure Hunt Engine, a complex system designed to handle high-volume event proce…
Your AI Has Two Brains: Fast Pattern Mode and the A11 Deep Reasoning Engine
In most tasks, a system relies on high‑speed thinking driven by attention vectors this is intuition . It is a fast, energy‑efficient, pattern‑oriented…