À medida que ecossistemas de agentes se tornam mais distribuídos, um dos principais desafios deixa de ser a implementação da lógica de negócio e passa a ser a interoperabilidade entre agentes desenvolvidos por diferentes organizações, linguagens e infraestruturas.
O OpenIntent Protocol (OIP) propõe
Following the lead of companies like Xteink, Lexar is the latest to sacrifice a USB-C port in the pursuit of slimming down its hardware. When the Lexar Muse Ultra-Slim Portable SSD launches later this year in 512GB and 1TB capacities it will be one of the slimmest you can buy. At its thickest point
After showing off several smart home firsts at CES, Aqara has returned to IFA with a major lineup of smart lighting compatible with both Zigbee and Thread. One of these new devices is the Floor Lamp T1, which trades the look of a typical lamp for an LED-equipped pole attached to a base. The lamp […]
RugOne's Xsnap 7 Pro comes with both an IP68 and IP69K rating, meaning the rugged phone can survive intense water blasts and complete submersion for up to 30 minutes. But what really sets the Xsnap 7 Pro apart from everything else on the market is that one of its three rear cameras can be removed […
I’m the author of a new preprint on repeated-query auditing of LLM brand recommendations, and the founder of Rankfor.AI. The practical question: how many times should we repeat a prompt before comparing results? The paper applies generalizability theory: estimate variance components from a pilot, th
FastDB is an (persistent) in-memory key/value store in Go. I made some updates to comments I've got (A big thank you to ShotgunPayDay) Test coverage : 96.54% https://codeberg.org/marcelloh/fastdb A test does the following: - Populate 1,000 items with rdom.Intn(1000000). - Inside for range b.N, exec
The decision took about nine minutes.
It was the start of a new product — VirtualRx, a business-management app for
small retailers in Lagos. Point of sale, inventory, invoices, the lot. I
needed a database, I had a schema roughly in my head, and MongoDB let me
start writing code that afternoon inst
METR has been tracking one number since 2019, and it is not a benchmark score. It is a duration: the length of a task, measured in how long a human expert needs, that a frontier agent can finish on its own.
The headline result from their NeurIPS 2025 paper is that this duration has been doubling ro
Writing "Write clean code" in CLAUDE.md changes nothing.
During the process of building 10 personal apps in three months, I rewrote CLAUDE.md many times.
Since it became clear what worked and what didn't, I will outline that distinction.
What Doesn't Work
Giving instructions with
There's a phrase I keep seeing everywhere in AI development:
"We need an AI agent."
Need to analyze documents?
Build an agent.
Need to automate a workflow?
Build an agent.
Need to interact with APIs?
Build an agent.
Need to write code?
Build an agent.
At some point, I started asking a diff