Flux
Identifying Interactions at Scale for LLMs

Identifying Interactions at Scale for LLMs

--> Understanding the behavior of complex machine learning systems, particularly Large Language Models (LLMs), is a critical challenge in modern artificial intelligence. Interpretability research aims to make the decision-making process more transparent to model builders and impacted humans, a step toward safer and more trustworthy AI. To gain a comprehensive understanding, we can analyze these systems through different lenses: feature attribution, which isolates the specific input features…

BAIR Blog
The PHP Podcast 2026.03.12

The PHP Podcast 2026.03.12

The PHP Podcast streams live, typically every Thursday at 3 PM PT. Come join us and subscribe to our YouTube channel. Another fun episode of the PHP Podcast! Here’s what we covered: 🌐 Internet Woes & Technical Difficulties Eric continued his saga with connectivity issues, dropping multiple times on Zoom calls and even during the […] The post The PHP Podcast 2026.03.12 appeared first on PHP Architect.

PHP Architect
★ Laravel Site Search v3 is here: crawl and search your entire site using just your database

★ Laravel Site Search v3 is here: crawl and search your entire site using just your database

We're proud to release v3 of laravel-site-search, a package that crawls and indexes your entire site. Think of it as your own private Google. Point it at a URL, let it crawl every page, and get full-text search results back. Previous versions required Meilisearch as the search engine. That works well, but it means running a separate service. With v3, your application's own database is all you need. It supports SQLite, MySQL, PostgreSQL, and MariaDB out of the box, and it's the new default. Let…

Freek Van der Herten
★ How to easily access private properties and methods in PHP

★ How to easily access private properties and methods in PHP

Sometimes you need to access a private property or method on an object that isn't yours. Maybe you're writing a test and need to assert some internal state. Maybe you're building a package that needs to reach into another object's internals. Whatever the reason, PHP's visibility rules are standing in your way. Our spatie/invade package provides a tiny invade function that lets you read, write, and call private members on any object. You probably shouldn't reach for this package often. It's most…

Freek Van der Herten
Fast Paths and Slow Paths

Fast Paths and Slow Paths

Autonomous AI systems force architects into an uncomfortable question that cannot be avoided much longer: Does every decision need to be governed synchronously to be safe? At first glance, the answer appears obvious. If AI systems reason, retrieve information, and act autonomously, then surely every step should pass through a control plane to ensure correctness, […]

O'Reilly Radar — AI/ML