Skyfall AI Releases MORPHEUS: A Persistent Enterprise Simulation Benchmark That Makes Continual Reinforcement Learning Necessary Under Structured Non-Stationarity

Most reinforcement learning benchmarks reset the world after every episode. Real operations never reset. Skyfall AI’s MORPHEUS targets that gap. It is a persistent enterprise simulation platform for continual reinforcement learning (CRL). What is MORPHEUS? MORPHEUS is grounded in the Big World Hypothesis (Javed & Sutton, 2024). It says the world’s complexity exceeds any agent’s…

Read Full News

Apple says former employee exploited ‘rare’ bug to download confidential files after leaving for OpenAI

On Friday, Apple dropped the bombshell news it was suing OpenAI over the alleged theft of trade secrets, claiming that OpenAI stole Apple’s confidential data and engaged in efforts to learn proprietary information while recruiting former Apple employees. In accusing OpenAI of stealing secrets about Apple’s unreleased products, Apple revealed that a former employee allegedly…

Read Full News

Building a VideoAgent-Style Multi-Agent System: Intent Parsing, Graph Planning, and Tool Routing for Video Editing Tasks

def tool_shot_planner(instruction, captions): “””Global-aware storyboard sub-queries from instruction + caption bank.””” bank = “; “.join(sorted({c[“caption”] for c in captions})) if llm.available(): sys_p = (“You are VideoAgent’s Shot-Planning Agent. Given the user ” “instruction and a bank of available scene captions, write ” f”{CONFIG[‘max_shots’]} short storyboard sub-queries (one line ” “each) describing the visual content to…

Read Full News

Sam Altman’s space data center trash talk is what most experts already believe

Sam Altman and Elon Musk traded barbed social media posts over the weekend, drawing new attention to the gap between vision and reality for the space-compute business. Responding to Musk accusing him of being a scammer, Altman said, “homeboy you’re the one sellling [sic] public market investors on short-term space datacenters.” Setting aside “homeboy,” Altman…

Read Full News