Latest Posts

A WAF Is Not a Patch A WAF Is Not a Patch

A WAF Is Not a Patch

A web application firewall buys you time and visibility, but it does not remove the vulnerability. What a WAF and virtual patching can and cannot do, and what engineering teams still owe.

Changing the Decision Model Changes the Policy Changing the Decision Model Changes the Policy

Changing the Decision Model Changes the Policy

Jev, Laya, and Liquid d1 can share a request shape without sharing an error profile. Changing the model means revalidating the thresholds, review workload, and deployment behind the application's policy.

GPT-6 Astra Is an Operator, Not a Chatbot GPT-6 Astra Is an Operator, Not a Chatbot

GPT-6 Astra Is an Operator, Not a Chatbot

GPT-6 Astra is offered as a model that acts inside existing software. The scores I would read first are the ones that show where it stays inside the task, and where it does not win.