I Spent 1 Billion Tokens Making a Real Chip with AI — and Found Its True Limits
I Spent 1 Billion Tokens Making a Real Chip with AI — and Found Its True Limits TL;DR: This is not "I prompted an AI to make a chip." It's the conso…
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Agents Don't Start with Prompts. They Start with Events.
Lately, it seems like everything is an agent. Open LinkedIn and you'll find posts about AI Agents. Go to YouTube and you'll see tutorials on LangCha…
Kafka in hospitals: real-world event architecture for HIS, LIS and billing in a Venezuelan mid-size hospital
Most Kafka “healthcare interoperability” examples are theoretical or focused on US/EU EHRs. I wanted to share a concrete case from a mid‑size hospit…
SNS vs EventBridge: the 100-point cap nobody talks about
SNS vs EventBridge: the 100-point cap nobody talks about I've been digging into AWS in depth lately. At some point I got stuck on something: EventBr…
Building Reliable Event-Driven Systems: Event Schemas, Versioning, Contract Testing and Events vs Commands (part-4)
In this article, we're going to explore Contract Testing Contract testing ensures that event contracts remain stable as systems evolve. Producers re…
How I'd Design a Kafka-Based Payment Event Pipeline from Scratch
Architecture walkthroughs tend to show you the polished version — the diagram that survived a whiteboard, cleaned up after the fact. What they skip…
Building Reliable Event-Driven Systems: Event Schemas, Versioning, Contract Testing and Events vs Commands (part-2)
This is part-2 of the article series on "Building Reliable Event-Driven Systems". In this article, we're going to explore Event Schemas . 5. Designi…
A RabbitMQ Upgrade Exposed the Reliability Assumptions Hidden in Our Messaging System
The RabbitMQ upgrade looked like a straightforward infrastructure task: move from RabbitMQ 3.X to 4.X, provision the new broker, review the client s…
Why Distributed Transactions Fail and How the Outbox Pattern Helps
While covering the Outbox Pattern in my earlier article on CQRS , I realized there was much more depth to it than I initially planned to discuss — a…
Contract-First Event-Driven Architecture on AWS
When event-driven systems grow past a handful of services, the biggest failures usually are not infrastructure failures. They are contract failures…