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Meta and UIUC unveil EvoHarness-RL, matching Claude Opus 4.5 with an 8B model

Researchers from Meta AI and the University of Illinois Urbana-Champaign built EvoHarness-RL, a training framework that teaches a small 8-billion-parameter model to decide when to read, update, or consolidate information it gathers from its execution environment during long, multi-step tasks. Rather than following rigid, human-written scripts for tool use, the model learns to manage its own memory and error recovery, reportedly reaching performance comparable to Claude Opus 4.5 on complex agentic workflows.

iPhone 18 Pro rumored to get major camera overhaul and A20 Pro chip on 2nm process

Ahead of Apple's September 9 unveiling, leaks point to significant changes for the iPhone 18 Pro, including a redesigned Main camera with variable aperture and a wider-aperture Telephoto lens for better low-light shots. The device is also expected to house the new A20 Pro chip, built on the same 2-nanometer process as Apple's recently announced M6 chip.

DataOne AI Data Center in New Jersey Accused of Running Unpermitted Generators

An investigation by Floodlight and The Guardian used thermal drone imagery to find at least 45 of 62 massive gas-powered generators running simultaneously at the DataOne facility in Vineland, New Jersey, with no permits for any of them. The site, which supplies Microsoft with AI computing power through a $17 billion deal with Nebius, sits about a mile from two schools and has already drawn noise complaints and a lawsuit from residents.

Entrepreneur Guide Details Steps to Convert an E-commerce Niche Into an Actual Business

A new Entrepreneur op-ed argues that identifying a profitable niche is only the first step for e-commerce founders, who often stall by over-researching or polishing websites before validating demand. The author outlines a practical approach: define a single customer and problem, translate that problem into a specific offer, and test it cheaply before scaling.

iPhone 16 Pro Max test exposes lingering flaws in Apple's Cinematic mode

A hands-on video test using an iPhone 16 Pro Max shows that Apple's Cinematic mode still struggles with basic depth-of-field challenges, producing visible focus halos and background objects drifting in and out of focus during a simple interview setup. The tester filmed a subject seated with railings and a distant landmark behind him, revealing recurring artifacts despite the phone's far more powerful hardware than the iPhone 13 that introduced the feature.

AI agents found cohttp path-traversal exploit within minutes of PR being opened

OCaml maintainer Anil Madhavapeddy disclosed a path traversal vulnerability in cohttp 6.3.0 and found that attackers began probing his live server with the exact exploit pattern just minutes after he opened a public GitHub pull request to fix it. He also demonstrated that AI coding agents like DeepSeek V4 Pro could independently rediscover the bug and build a working exploit in under a minute, using only a vague description of the issue.

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