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File servers remain widely used; experts outline security best practices for managing them

Despite years of predicted cloud dominance, many organizations still run on-premises file servers alongside SaaS tools, citing cost control, data ownership and regulatory concerns. To keep these hybrid environments secure, administrators are advised to follow strict access governance rules, starting with never granting permissions directly to individual user accounts.

OpenAI's ChatGPT Work splits into cloud and local versions with distinct capabilities

OpenAI launched ChatGPT Work on July 9th as a paid feature for $20+/month subscribers, and it actually comes in two forms: a cloud-based version accessible via chatgpt.com and mobile apps, and a local version built into the desktop app (formerly Codex) that can access files and run programs on a user's computer. The cloud version, described as the more interesting of the two, adds capabilities not found in standard ChatGPT Chat, including selection among multiple models and reasoning-effort levels.

Tencent open-sources Hy4 preview LLM with 770B parameters and 1M-token context

Tencent has released Hy4 preview, a large language model with 770 billion total parameters, 49 billion active parameters, and a context window over 1 million tokens, aimed at coding, office and research tasks. The model is open-source and also accessible via Tencent's WorkBuddy, CodeBuddy, Yuanbao and ima apps, plus API access through Tencent Cloud TokenHub and OpenRouter, with free trials offered for two weeks.

Google's TPU chips diverge from GPUs and NPUs in AI hardware roles

The piece explains how Google's Tensor Processing Units (TPUs), built for AI workloads in data centers, differ from GPUs and NPUs. TPUs are now replacing NPUs in Google's upcoming Pixel 11 phones, with Google claiming up to 3.5 times faster AI processing at up to 3.5 times less energy use. GPUs, meanwhile, remain versatile chips handling gaming, 3D rendering, AI training and crypto mining.

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.

Blink Doorbell Owner Builds Five-Service Cloud Chain to Ring Google Home Speakers

A Blink video doorbell owner found that ringing the doorbell only alerted phones and played a sound outside the door, making it useless for a spouse who doesn't carry her phone. To route the alert to existing Google Home mini speakers without paying for subscriptions or exposing a home server to the internet, he built a chain linking the Blink doorbell to an Alexa routine, a Samsung SmartThings virtual light bulb, webhooks, and a small server on a VPS.

Cloud Imperium pushes Squadron 42 to Q2 2027 to dodge GTA 6 launch window

Cloud Imperium Games has again delayed Squadron 42, the single-player Star Citizen spinoff, this time to the second quarter of 2027. Director Chris Roberts said the studio wants to avoid launching alongside GTA 6, which arrives on PS5 and Xbox Series X|S this November and is expected to dominate media coverage. A limited group of original backers and veteran content creators will get early access on October 9-10, with a firmer release date to follow.

Nvidia disputes WSJ report of paused deals under its AI Compute Partnership program

The Wall Street Journal reported that Nvidia had frozen some transactions under its two-month-old 'take or pay' AI Compute Partnership after partners objected to Nvidia dictating which customers could lease its GPUs. Nvidia pushed back, saying the program remains active and is simply evolving amid strong demand, without confirming or denying specific paused deals.

New Weather Reconstruction Reveals Narrow Cloud Gap That Enabled D-Day Landings

Researchers used historic meteorological records to build satellite-style visualizations of the weather over Normandy on June 6, 1944. The reconstructed imagery shows only a brief, narrow break in the clouds that allowed the Allied invasion to proceed as planned, illustrating how marginal the conditions actually were.

Analysis: AI coding agents are compressing traditional software development workflows

A new industry analysis argues that as AI coding agents rapidly improve and handle longer tasks asynchronously, the traditional sequential product development pipeline—idea, product, design, engineering, QA, production—is being restructured. Implementation, once the dominant time cost in this pipeline, is shrinking, shifting the bottleneck to verification and simulation instead.

Microsoft to let Xbox Insiders convert physical game discs into digital copies

Microsoft confirmed a new feature launching for Xbox Insiders on August 31 that lets players claim a digital entitlement for eligible disc-based games by inserting the disc and launching the title. The digital copy unlocks benefits like Xbox Play Anywhere and Cloud Gaming, while the physical disc still functions normally and remains tied to that license.

Ring launches TAKE encryption to limit its own access to camera footage

Amazon's Ring is rolling out a new encryption scheme called Throw Away the Key Encryption (TAKE) starting this September. Under the system, video is protected by rotating encryption keys, and Ring can only briefly access its stored copy of the key to power AI features like face detection or video summaries before permanently deleting that copy, cutting off further access to the footage.