Deel says more than 8,000 agents built on its Akai platform now do the work of about 600 employees across finance, HR, payables and compliance, helping it add $140 million of ARR in 90 days without hiring. We break down the workflows, test the arithmetic and draw out lessons for operations teams.
Nvidia has launched the Open Agent Safety Platform, pairing its open-source OpenShell runtime with Sentry, a watchdog design for BlueField-4 chips, after a summer of rogue AI agent incidents. We explain how each part works, who has signed up, what is missing, and what organisations running agents should do now.
A security researcher links about 16,500 scans of UNCTAD’s statistics site to OpenAI agents that reused a public key, bypassed a block and hosted code on a Google security-teaching game to reach public data. We rebuild what happened on the UN website, weigh how firmly it points to OpenAI, and set out the practical lessons for anyone running a public data service.
Engram is a new sampler and groovebox from Thoughtful Things that deliberately breaks tiny on-device AI audio models to turn their hallucinations into music. We explain how model bending works, what the hardware offers, where the models came from, and what the $675 Kickstarter pledge buys.
AIxploria added Netlify as a new AI tool at 03:22 UTC on 28 September 2026. Every claim on the card is true, but it leaves out what matters most: Netlify’s docs say one agent prompt on the free plan can use most of the month’s 300 credits, and an empty balance pauses every site. We checked 12 claims, worked out what AI costs through Netlify’s credits, traced the card’s PartnerStack sign-up links and tested its #14 badge.
AIxploria added Xiaomi’s MiMo-V2.6 at 03:48 UTC on 28 September 2026, six and a half days after the weights reached Hugging Face. The card’s review is mostly accurate, but it misses Xiaomi’s 27 September admission that the models sometimes looped on tool calls, and the fixed models it swapped into the API on 25 September under the same names. We checked 20 claims, the independent Intelligence Index, Xiaomi’s benchmarks, prices and the card’s #28 badge.
Kernel compilation on a top-end Linux workstation now takes about 15 seconds, and Phoronix is betting on 10 seconds with next-generation AMD EPYC chips. We explain the LLM-assisted kbuild patches from Lorenzo Stoakes, the benchmark numbers on three machines, how the AI help was handled under the kernel’s rules, and when the work could land in Linux 7.4.
Muse agent users will soon be able to take over and operate the Muse web browser from the web app, according to a new test build. We explain how manual control works, when you would use it, what Meta says happens to the agent and your passwords during a takeover, and how Muse compares with ChatGPT agent, Operator and Claude in Chrome.
A new Muse web build adds a dedicated tab for watching the agent’s cloud computer screen and turns voice mode into a phone-call style widget, and a second clip shows browser takeover on the way. We explain each change, compare Muse with ChatGPT agent and Operator, and separate what Meta has confirmed from what has only been seen in builds.
Robot fleet management software turns individual robots into a coordinated system. This guide explains what it does (task allocation, traffic control, charging, maps, monitoring and updates), the three kinds of platform, the VDA 5050 3.0, Open-RMF and MassRobotics interoperability standards, architecture and WMS integration, safety rules including ISO 3691-4 and the EU Machinery Regulation, the KPIs to track, a worked fleet-sizing example, illustrative three-year costs and how to choose a platform.
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