أخبار الذكاء الاصطناعي — 9 نوفمبر 2026

Apple is racing to make Siri more agentic

Bloomberg's Mark Gurman says CEO John Ternus is pressuring AI czar Craig Federighi to accelerate the Siri roadmap and deliver a powerful AI agent that can compete with OpenAI's Dots or Meta's Muse. While Federighi has delivered a functional version of Siri AI on an incredibly short timeline, the company has no illusions that it's […]

Elvis and Eminem rights holders are suing Suno

Suno is facing yet another pair of lawsuits. A group of rights holders of Elvis Presley's music and the publisher of some of Eminem's biggest records are suing the AI music company, claiming it illegally generates music and lyrics that mimic those artists. The lawyers in the Presley suit claim that Suno has violated Tennessee's […]

Decision Context: Persistent Behavioral Learning for AI Agents

arXiv:2611.08644v1 Announce Type: new Abstract: LLM agents do not learn from corrections across sessions. A user fixes the same mistake at the start of every conversation. Existing agent memory systems primarily handle facts, such as preferences, entities, and conversational history, rather than procedural knowledge. We present Forge Decision Context (forge_dc), a system that captures behavioral…

AlterNet: Adaptive-Depth Mixture-of-Experts with Learned Halting for Elastic Inference

arXiv:2611.08741v1 Announce Type: new Abstract: Most LLM architectures have fixed compute demands determined at training time. We propose a novel architecture that combines the Mixture-of-Experts architecture with shallow experts and a novel dynamic-depth system to make the extent of a forward pass dynamically adjustable. Our approach lets the model automatically determine the compute needed for…

World Models Will Soon Be Inescapable. Here’s What You Need to Know

Moving AI from text to 3D space, world models simulate real-world physics to teach robots and autonomous cars how to navigate reality.

Hide your slop PR descriptions behind

Most of the changes I make to my projects these days come in the form of PRs opened for me by Claude Code or Codex. The PR is my unit of work - I use them to bundle commits together, iterating on them until a feature is complete, document decisions and then merge the finished result. Today's coding agents are great at writing PR descriptions. They're too good at describing the work The problem…