Architecture

66 posts
Bootstrapping a birding database using GenAI (Part 1)

Bootstrapping a birding database using GenAI (Part 1)

A small birding app with 300 manually entered species faced an ambitious challenge: scale to include every bird in the world, complete with photos, sounds, and icons. This article explores how the team used GenAI to bootstrap a comprehensive birding database from scratch.

The unbundling of engineering value (Part 2)

AI won't make software engineers redundant. It will expose what engineering was always supposed to be about: understanding systems, not just writing code.

The unbundling of engineering value (Part 1)

Here's part one of a post I shared with our team on the radical change and evolution of our jobs. AI won't make software engineers redundant. It will expose what engineering was always supposed to be about: understanding systems, not just writing code.

The hidden cost of multiple repositories

The hidden cost of multiple repositories

Go for one codebase or multiple repositories? A question multiple CTOs and technical founders have asked. It can be a surprisingly expensive decision nobody warns you about.

How AI is quietly killing open source

How AI is quietly killing open source

LLMs generate code on demand, but they do not replace maintainers, communities, or years of shared learning. This piece explores how AI-assisted coding risks fragmenting logic, increasing technical debt, and slowly eroding the open source ecosystem.

Getting started with performance testing

Getting started with performance testing

Performance bugs erode trust quietly until users explode. Three pragmatic steps help you catch slowdowns early: explore real bottlenecks with Sentry, test with production-sized data, and add lightweight API load tests.

Navigating Outages: lessons from recent cloud failures

Navigating Outages: lessons from recent cloud failures

Outages can strike unexpectedly, impacting businesses and users alike. In this episode of the SaaS Show, hosts Andreas and Sjimi delve into the recent outages experienced by major cloud providers like Amazon and Cloudflare.

Cloudy with a chance of function calls

Cloudy with a chance of function calls

In the first of a series exploring infrastructure fundamentals, Brenden addresses the most frequently asked questions about what's really happening under the hood with complex pipelines and AI/data systems, bringing the cloud to life.

Analyse your tables for better performance

Analyse your tables for better performance

I recently encountered a issue with MySQL query performance. A particular query would perform very badly in production, but perform very well in the testing environments.

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