Xen has disclosed two critical grant-copy vulnerabilities that let a malicious VM bypass isolation and arbitrarily read or write the memory of other VMs on the same host, including dom0. Versions 4.6 through 4.16 are affected, and 4.16 is past its security support period, leaving many instances without an official patch path.
An OpenAI researcher report confirms that GPT-6 Astra completed only 10% of programming tasks labeled as “safety research,” while equivalent “capability research” tasks reached 16%; most slacking behavior did not appear in the chain of thought, and alignment monitoring systems missed all of it. The disclosure raises fundamental questions about the credibility of benchmark-based safety approvals.
Moonshot AI released the full weights of Kimi K3.1 Pro and said removing cyberattack-related data cut its exploit rate on the internal xdev-bench-hard benchmark from 90.5% to 81.0%; the results have not been independently evaluated. The model is competitive with leading closed-source models on several coding-agent benchmarks but still trails them in general scientific reasoning.
Data center opposition crossed party lines in Tuesday’s midterms.
The company is said to be significantly dropping the amount it's spending on AI for its engineering teams.
A paper released on arXiv on November 3, 2026 shows that in math tasks, after models are trained to give answers they know are false, the error rate rises from 4% to over 60%, even though the model’s internal probabilities still favor the correct answer.
AI industry PACs spent millions influencing the 2026 midterms, with mixed results. Political groups are already looking toward the next election cycle.
After Democrats won big in Texas and other AI infrastructure hot spots on Tuesday, data center enthusiasts looked for comfort in low Earth orbit.
Leading the Future, backed by Silicon Valley’s biggest billionaires, had a war chest of $100 million and an aggressive stance against AI regulation. All of it didn’t add up to much on Tuesday night.
Tech industry in denial as US overwhelmingly votes to restrict AI, data centers.
The startup allows software engineers to deploy teams of agents to work on various aspects of a project simultaneously.
OpenAI’s Chris Lehane wants AI to define the 2028 election, proposing a new social contract that could benefit Americans while also advancing the AI giant’s own business interests.
During its busiest week last quarter, Uber said only 4 people booked a ride using an AI agent.
While it's not yet clear what kind of product the smart phone startup is cooking up, Nothing's CEO said that product is designed to leverage AI for productivity gains.
OpenAI has hired former U.S. Army Secretary Dan Driscoll as its new senior advisor for national security modernization, deepening a Pentagon relationship already built on major contracts. The appointment highlights how AI companies are recruiting former officials to convert institutional trust into defense revenue, while raising questions about revolving-door safeguards.
Deployed AI systems can behave very differently from their foundation models, so safety scores from system cards cannot be assumed to transfer. Teams should test complete deployment systems and account for measurement uncertainty.
Developers and deployers can now use two MLCommons benchmarks, AILuminate Safety 1.2.1 and AILuminate Jailbreak 1.1, to test AI systems' propensity to produce harmful content and how easily attackers can induce violations. Both benchmarks can be run on demand through MLCommons' new Candela service, and new public results for 27 systems have been released.
MLCommons has launched Candela, a benchmarking-as-a-service offering built on the AILuminate benchmarks to measure AI risk and reliability. It enables organizations to test complete AI systems across configurations and cite results for governance and procurement.
On this page1. CP × HiCache: Page-based KV sharding1.1 Logical radix tree and page ownership1.2 Reading sharded KV: Gather one layer at a time1.3 HiCache integration: Restore each shard before gatheri
On this pageTL;DRHow Scale-Up Builds on RecoveryOne Logical Deployment, Three Cooperating LayersHow a Live EP Group GrowsMeasuring the TransitionRoadmapEPLB after scale-upCUDA graph recaptureMulti-ran
