
AREX-2 Tested: What Happens When the Agent Loop Lives in the Model
BAAI's AREX-2 is a 27B open-weights model trained to try, check and retry by itself for hours. We tested it to see what that means for the agent harness you already have.

BAAI's AREX-2 is a 27B open-weights model trained to try, check and retry by itself for hours. We tested it to see what that means for the agent harness you already have.

NVIDIA's Dory1.0-4B reruns one block of layers for each token. You choose how many times at deploy time, and the weights in memory never change.

Most Perth businesses can't tell a duct-tape web agency from a real engineering firm until something breaks. Here are the warning signs to watch for, and the green lights that mean you have found a partner worth keeping.

Anthropic's Mythos model just found 19 confirmed vulnerabilities in Symfony, the framework behind millions of Laravel sites. It sounds alarming, and it is worth taking seriously. But what actually decides whether your application is exposed is more reassuring than the headline.

Three ways to make an AI feature work, three very different price tags. Here is the decision framework we use to pick the right one, written for the person signing off on the budget.

PostgreSQL scales further than most teams realise. The trouble is rarely the database itself, it's the order in which teams reach for fixes. Here is the layered hierarchy we use with clients before reaching for distributed PostgreSQL.