Author: Carter

Posted on March 17, 2026 by Shamsher Khan, Undertaking Maintainer CNCF initiatives highlighted on this submit A manufacturing internals information verified in opposition to Kubernetes 1.35 GACompanion repository: github.com/opscart/k8s-pod-restart-mechanics The terminology drawback Engineers say “the pod restarted” once they imply 4 various things. Getting this flawed results in flawed runbooks and unhealthy on-call selections. Time periodPod UID Adjustments?Pod IP Adjustments?Restart RelyContainer restart (course of restart inside the identical pod)NoNo+1Pod recreation (rolling replace, drain)SureSureResets to 0In-place resize (1.35 GA) — CPUNoNo0In-place resize (1.35 GA) — reminiscence (RestartContainer coverage)NoNo+1 The sensible check: Did the pod UID change? If sure — that’s recreation,…

For many of the IoT trade’s historical past, connectivity has been a terrestrial drawback — a query of mobile towers, fibre backhaul, and licensed spectrum. That framework works nicely throughout city centres and industrial corridors, nevertheless it leaves huge stretches of the planet — oceans, deserts, polar areas, distant agricultural land — solely exterior the attain of any community. Satellite tv for pc IoT is the structure that closes that hole, enabling related gadgets to transmit information from areas the place no ground-based infrastructure exists or is economically viable to deploy. The relevance of satellite tv for pc IoT has…

CEO Jensen Huang confirmed a few of the robotics builders in NVIDIA’s ecosystem in his GTC 2026 keynote. Supply: NVIDIA At its annual GPU Expertise Convention, or GTC, NVIDIA Corp. confirmed off its partnerships with the worldwide robotics ecosystem, together with 110 robotic mind builders, industrial automation leaders, and humanoid pioneers. The corporate touted its processing {hardware}, simulation software program, and accomplice connections powering “production-scale physical AI.” NVIDIA this week unveiled new NVIDIA Isaac simulation frameworks and new NVIDIA Cosmos and NVIDIA Isaac GR00T open fashions for the business to develop, prepare, and deploy the subsequent era of clever robots. Among the many corporations…

Shedding a race is uncommon for the crypto {industry}’s political motion committee, Fairshake, which has recorded a dominant document previously two congressional elections. However the Illinois primaries this week noticed its biggest-ever setback, more likely to conclude with a brand new member of the Senate subsequent 12 months being anyone the PAC spent greater than $10 million attempting to defeat.Illinois Lt. Gov. Juliana Stratton received her Democratic major, and her state’s Democrat lean means she’s more likely to be its subsequent senator after the November basic election. Considered one of Fairshake’s associates had devoted thousands and thousands to buy opposition…

Refund fraud is now not simply opportunistic abuse of return insurance policies. As a substitute, it has developed right into a structured underground market the place fraud methods are packaged and bought like digital merchandise. An evaluation of hundreds of posts from fraud-focused on-line communities by Flare researchers reveals a thriving ecosystem the place actors overtly promote refund “methods,” tutorials, and operational companies designed to use the refund workflows of main retailers and fee platforms.  As a substitute of counting on malware or subtle hacking, these schemes weaponize one thing far easier: information of customer support processes and fee dispute…

Introduction , we commonly encounter prediction issues the place the result has an uncommon distribution: a big mass of zeros mixed with a steady or rely distribution for constructive values. When you’ve labored in any customer-facing area, you’ve virtually definitely run into this. Take into consideration predicting buyer spending. In any given week, the overwhelming majority of customers in your platform don’t buy something in any respect, however the ones who do would possibly spend anyplace from $5 to $5,000. Insurance coverage claims observe the same sample: most policyholders don’t file something in a given quarter, however the claims that…

Autonomous LLM brokers like OpenClaw are shifting the paradigm from passive assistants to proactive entities able to executing advanced, long-horizon duties by means of high-privilege system entry. Nonetheless, a safety evaluation analysis report from Tsinghua College and Ant Group reveals that OpenClaw’s ‘kernel-plugin’ structure—anchored by a pi-coding-agent serving because the Minimal Trusted Computing Base (TCB)—is susceptible to multi-stage systemic dangers that bypass conventional, remoted defenses. By introducing a five-layer lifecycle framework masking initialization, enter, inference, choice, and execution, the analysis crew demonstrates how compound threats like reminiscence poisoning and talent provide chain contamination can compromise an agent’s total operational trajectory.…

This estimate is already $10 billion extra and can take 5 years longer than what President Donald Trump mentioned it could value and when it could be prepared. Michele Sandiford March 18, 2026 11:23 am < a min learn The Protection Division is blowing via preliminary estimates of what its Golden Dome initiative would value. Gen. Michael Guetlein, Golden Dome’s supervisor, mentioned Tuesday the Pentagon is “at $185 billion for the objective architecture, which delivers way out into the 2035 timeframe.” This estimate is already $10 billion extra and can take 5 years longer than what President Donald Trump mentioned…

Jack Wallen / Elyse Betters Picaro / ZDNETComply with ZDNET: Add us as a most well-liked supply on Google.ZDNET’s key takeawaysA minimal Linux set up is extra helpful than you assume.Minimal installations do require a bit extra Linux abilities.Minimal installations have minimal system necessities.I can not even start to let you know what number of occasions I’ve put in Linux. Evidently, it numbers effectively into the 1000’s. I’ve put in Linux distributions of all sorts, starting from cell editions all the best way as much as server clusters (and all the things in between).Additionally: Able to ditch Home windows for good? That is…

Picture by Editor   # Introduction  Hallucinations usually are not only a mannequin drawback. In manufacturing, they’re a system design drawback. Probably the most dependable groups cut back hallucinations by grounding the mannequin in trusted information, forcing traceability, and gating outputs with automated checks and steady analysis. On this article, we’ll cowl seven confirmed and field-tested methods builders and AI groups are utilizing in the present day to cut back hallucinations in giant language mannequin (LLM) purposes.   # 1. Grounding Responses Utilizing Retrieval-Augmented Era  In case your utility should be right about inner insurance policies, product specs, or buyer information, don’t…