Beyond touch-based HMI: Control your machines in natural language by utilizing large language models and OPC UA
Bernd Hofmann, Sven Kreitlein, Joerg Franke, Patrick Bruendl
https://arxiv.org/abs/2510.11300

Beyond touch-based HMI: Control your machines in natural language by utilizing large language models and OPC UA
This paper proposes an agent-based approach toward a more natural interface between humans and machines. Large language models equipped with tools and the communication standard OPC UA are utilized to control machines in natural language. Instead of touch interaction, which is currently the state-of-the-art medium for interaction in operations, the proposed approach enables operators to talk or text with machines. This allows commands such as 'Please decrease the temperature by 20 % in machine …

Fair Kernel-Lock-Free Claim/Release Protocol for Shared Object Access in Cooperatively Scheduled Runtimes
Kevin Chalmers, Jan B{\ae}kgaard Pedersen
https://arxiv.org/abs/2510.10818

Fair Kernel-Lock-Free Claim/Release Protocol for Shared Object Access in Cooperatively Scheduled Runtimes
We present the first spin-free, kernel-lock-free mutex that cooperates with user-mode schedulers and is formally proven FIFO-fair and linearizable using CSP/FDR. Our fairness oracle and stability-based proof method are reusable across coroutine runtime designs. We designed the claim/release protocol for a process-oriented language -- ProcessJ -- to manage the race for claiming shared inter-process communication channels. Internally, we use a lock-free queue to park waiting processes for gaining…

Pushing the Boundaries in CBRS Band: Robust Radar Detection within High 5G Interference
Shafi Ullah Khan, Michel Kulhandjian, Debashri Roy
https://arxiv.org/abs/2510.10040 https…

Pushing the Boundaries in CBRS Band: Robust Radar Detection within High 5G Interference
Spectrum sharing is a critical strategy for meeting escalating user demands via commercial wireless services, yet its effective regulation and technological enablement, particularly concerning coexistence with incumbent systems, remain significant challenges. Federal organizations have established regulatory frameworks to manage shared commercial use alongside mission-critical operations, such as military communications. This paper investigates the potential of machine learning (ML)-based appro…

I’m intrigued by this game.
https://meta.masto.host/@GamingNews/115531459693014554

Spectropolarimetric Inversion in Four Dimensions with Deep Learning (SPIn4D): II. A Physics-Informed Machine Learning Method for 3D Solar Photosphere Reconstruction
Kai E. Yang, Xudong Sun, Lucas A. Tarr, Jiayi Liu, Peter Sadowski, S. Curt Dodds, Matthias Rempel, Sarah A. Jaeggli, Thomas A. Schad, Ian Cunnyngham, Yannik Glaser, Linnea Wolniewicz
https://…

Spectropolarimetric Inversion in Four Dimensions with Deep Learning (SPIn4D): II. A Physics-Informed Machine Learning Method for 3D Solar Photosphere Reconstruction
Inferring the three-dimensional (3D) solar atmospheric structures from observations is a critical task for advancing our understanding of the magnetic fields and electric currents that drive solar activity. In this work, we introduce a novel, Physics-Informed Machine Learning method to reconstruct the 3D structure of the lower solar atmosphere based on the output of optical depth sampled spectropolarimetric inversions, wherein both the fully disambiguated vector magnetic fields and the geometri…

The Ethical and Sustainable Concerns Triangle: A Framework for Navigating Discourses in Mathematics and Its Education
Dennis M\"uller, Maurice Chiodo, Michael Meyer
https://arxiv.org/abs/2510.11327

The Ethical and Sustainable Concerns Triangle: A Framework for Navigating Discourses in Mathematics and Its Education
The literature on ethics and sustainability in mathematics and its education is increasingly complex and fragmented, potentially leading to communication breakdowns between different scholarly traditions. To address this, the paper introduces the "Ethical and Sustainable Concerns Triangle," a framework that maps discourses based on their relative concern for three areas (represented as three vertices in the triangle): "Mathematics", "Community", and "Society/Planet". By integrating a systems th…

Internal documents and insider communications obtained by CDG News reveal that 700Credit, one of the auto industry's largest credit reporting and identity verification providers, experienced a data breach on or around October 25, 2025
https://news.dealersh…

700Credit suffers data breach exposing consumer SSNs, documents show
700Credit discovered the breach after being "alerted to suspicious activity within our proprietary web-based application 700Dealer.com," according to an internal memo shared with CDG. (3 min. read)

Towards Automated and Predictive Network-Level Energy Profiling in Reconfigurable IoT Systems
Mohammud J. Bocus, Senhui Qiu, Robert J. Piechocki, Kerstin Eder
https://arxiv.org/abs/2510.09842

Towards Automated and Predictive Network-Level Energy Profiling in Reconfigurable IoT Systems
Energy efficiency has emerged as a defining constraint in the evolution of sustainable Internet of Things (IoT) networks. This work moves beyond simulation-based or device-centric studies to deliver measurement-driven, network-level smart energy analysis. The proposed system enables end-to-end visibility of energy flows across distributed IoT infrastructures, uniting Bluetooth Low Energy (BLE) and Visible Light Communication (VLC) modes with environmental sensing and E-ink display subsystems un…

Blind Greyhound Variety Hour
This show features interviews with the best and brightest artists coming out of Australia & NZ...
Great Australian Pods Podcast Directory: https://www.greataustralianpods.com/blind-greyhound-variety-hour/

Had Fun

Bought a car/micro-camper

Bought a van to do up as a micro-camper, and did a temporary rush job of that conversion myself while waiting in the list for the pro to do it.
Then the pro gave himself a health criss the week it was booked so I took apart my temp job and only got another temp kit-job in it's place.
Went out in it like four times during that and then broke my wrist and couldn't really use it or improve it.
Then had to take it apart even more to try
and figure out where the ad-blue hole was.
I will do a proper permanent job of the
floor and walls and ceiling and adjustments to the kit-job to make it the nicest it's been so far during the spring next year.
My assumption that the prior conversion
into a van and for wheelchair-access meant the microcamper conversion was half-done already turned out to be false.
If I buy a new one, it'll be one that has never been wheelchair adapted.
But it's going okay. Only scraped it once so far.
Fewer than aimed for or booked, but I broke my wrist and had to cancel the second half of the summer.
Went to a conference about money and computers and fringe decentralized social media and it wasn't as boring as you might expect and felt pretty much like a festival.
Exactly the target number! It's lovely.
Took 3 times longer than I'd hoped and
50% more money than I'd planned for really.
Still improvements to make but they will
be incremental and gradual over the coming year or two now.
It's been interest-only for 20 years so a big old lump sum payment that I never really expected to be able to make. Expected to have to sell and move at the end of the mortgage term.
But surprisingly the stocks ISA got high enough to pay it off after all, so I did that.
Cash-flow ruined by that and the bedroom but should start to feel a bit richer next year.