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The Dodona Protocol: A Living Design Science Experiment in Oracle Design

arXiv:2606.08012v1 Announce Type: new Abstract: The oracle problem, broadly understood as the difficulty of reliably incorporating external information into blockchain-based systems, has been widely examined by scholars and practitioners. Recent comparative research has shown that several challenges of modern blockchain oracles, including attributability, accountability, integrity, and query design, mirror procedural and epistemic constraints already present in ancient oracular institutions...

arXiv CS 1d ago

Anthropic reportedly agrees to pay Google $200 billion for chips and cloud access

Anthropic reportedly agrees to pay Google $200 billion for chips and cloud access We learned earlier this month that Google and Anthropic had inked a deal that would grant the creator of the Claude AI models access to cloud servers and chips. Today, The Information reported that Anthropic has agreed to pay a staggering $200 billion to Google over the next five years. Contracts like this, or Anthropic's other recent multi-billion dollar arrangement with Amazon, now account for a ludicrous...

Engadget 35d ago

AI Is Slowing Down

If you liked this piece, you should subscribe to my premium newsletter. It’s $70 a year, or $7 a month, and in return you get a weekly newsletter that’s usually anywhere from 5,000 to 18,000 words, including vast, detailed analyses of NVIDIA, Anthropic and OpenAI’s finances, and the AI bubble writ large (updated to version 3.0 last week). My Hater's Guides To the SaaSpocalypse, Private Credit and Private Equity are essential to understanding our current financial system, and my guide to how...

Hacker News 2d ago

A Practical AI-Driven Strategy for Cell On/Off Switching under Adaptable QoS Constraints

arXiv:2606.05019v1 Announce Type: new Abstract: The rapid expansion of 5G networks has intensified concerns over their sustainability, as denser Radio Access Network (RAN) deployments have increased overall power consumption. Although numerous studies have examined energy-efficient cell on/off switching, few have focused on approaches capable of dynamically adapting to operator-defined Quality of Service (QoS) requirements. In this paper, we propose a Long Short Term Memory (LSTM)based...

arXiv CS 6d ago

Outsourcing jobs in Philippines and India come under threat as workers race to adapt to AI

Outsourcing jobs in Philippines and India come under threat as workers race to adapt to AI Millions of employees power the world’s two outsourcing giants, but automation is starting to replace tasks they once handled. When will the full scale of disruption hit and how might they have to rethink the future, CNA’s Insight asks. MANILA and BENGALURU:

Channel News Asia 5d ago

Capita £370M bid 40% under UK.gov estimate for Oracle HR and finance system project, court case reveals

A new court filing has revealed the UK’s Department for Work and Pensions accepted a bid from Capita to run its new Oracle-based HR and finance system at £272 million less than its own cost modelling. In March, the UK outsourcing company won the contract for running shared services for £370 million over ten years. The central government department had earlier produced a "Should Cost Model" — designed to protect against a bias towards low bids — which provided a total price of £642 million,...

The Register 5d ago

Algorithm for Contextual Queueing Bandits with Rate-Optimal Queue Length Regret

arXiv:2606.09668v1 Announce Type: new Abstract: Contextual queueing bandits provide a framework for learning to schedule heterogeneous jobs under unknown context-dependent service rates. Under stochastic contexts, existing algorithms achieve $\widetilde{\mathcal{O}}(T^{-1/4})$ queue length regret, defined as the expected difference between the learner's and oracle's queue lengths at horizon $T$. In this paper, we improve this rate to $\widetilde{\mathcal{O}}(T^{-1/2})$. The key observation...

arXiv CS 1d ago

Arm moves into the heart of the cloud stack

Arm-based processors are becoming a fundamental part of modern cloud infrastructure, moving beyond being a mere option. Major hyperscalers like AWS, Google Cloud, and Microsoft Azure are deploying Arm silicon to meet growing demands for performance while controlling power consumption and cost. This shift is enabling significant efficiency gains, with some companies reporting substantial cost savings and performance improvements by adopting heterogeneous cloud environments.

The Register 13d ago

Microsoft allows BYOL for Amazon RDS. Repeat, Microsoft allows BYOL for Amazon RDS

Microsoft now lets customers apply existing SQL Server licenses toward SQL Server usage on AWS's managed relational database service (RDS). The move promises to give customers who decided to go with AWS an easier path to consuming their SQL Server systems as a service, rather than in virtual machines. In a blog post, Amazon explained that customers paying with Microsoft’s Software Assurance licensing program could only previously bring their SQL Server licenses to AWS on self-managed Amazon...

The Register 5d ago

Let's talk about EU Sovereignty (2025)

Let’s talk about EU Sovereignty First and foremost, I really dislike the term because it’s laden with all sorts of militaristic and anti-free movement and all sorts of other problematic baggage, but it’s the term the industry is using, so we go with it I guess until the current push is over and we can quietly suggest a different term like happened with git branch names and replication terms. It's also annoying to spell correctly.

Hacker News 11d ago