Ruben Berenguel

@berenguel.bsky.social

SWE-SRE at Google, previously lead data engineer, bespoke shoemaker, always a mathematician. Algorithmic artist

Using AI to write code has made me realize there are two types of code I've traditionally written: 1. Code that I want to know how it works 2. Code that I want to exist but don't care how it works I delegated 100% of the second category to AI now. Maybe 50% of the first.

I wanted to play around the RLM idea, but I really, really disliked the concept of having the context in Python variables. Instead of that (or my first idea of "put it in a sqlite db and make the agent write sql"), I wrote tooling to use as skills over a running daemon github.com/rberenguel/c...

GitHub - rberenguel/cercle: An idea based around the RLM design

An idea based around the RLM design. Contribute to rberenguel/cercle development by creating an account on GitHub.

github.com

New (to me) coding agent use case: shrinking bug repros involving huge queries. Essentially: "this query reproduces a bug: please binary search to shrink it."

In 2025, I "shipped" 60 personal projects. The breakdown: 28 games, 16 creative tools, 11 Obsidian plugins, and 5 Chrome extensions, most of them things I use weekly if not daily. I did not expect how mentally taxing managing "an AI coding factory" would be, though. mostlymaths.net/2026/01/2025...

Supervising the Idea Factory: My Year of 60 Personal Projects

In 2024 I leaned on LLMs to get several personal projects done (around 20). This year I took that to 11 (60 projects).

mostlymaths.net

We’ve pushed out the Pareto frontier of efficiency vs. intelligence again. With Gemini 3 Flash ⚡️, we are seeing reasoning capabilities previously reserved for our largest models. This opens up entirely new categories of near real-time applications that require complex thought. More in thread ⬇️

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Q: My condolences on the loss of your friend Charlie Kirk. How are you holding up? TRUMP: I think very good. And by the way, right there you see all the trucks. They just started construction of the new ballroom for the White House, which is something they've been trying to get for about 150 years.