A Silent Workspace In Claude Mirrors Key Features of Human Consciousness [Slashdot]
oumuamua writes: Anthropic researchers have identified an internal activation subspace, J-space, that acts as a functional digital equivalent to the human brain's global workspace. The significance of this discovery lies in demonstrating that Claude's internal architecture satisfies five key cognitive properties of human conscious access -- verbal report, directed modulation, internal reasoning, flexible generalization, and selectivity -- meaning it processes complex, deliberate reasoning within this workspace while routing automatic tasks outside of it. Suppressing this J-space severely degrades Claude's capacity for inference, creative composition, and multi-step logic, while also altering its stream-of-consciousness self-narration. The tool to inspect J-space, Jacobian lens or J-lens, has profound implications for AI safety and alignment auditing, as it allows researchers to read the model's silent, strategic reasoning, detect situational awareness in "blackmail" scenarios, identify hidden malicious dispositions in reward-hacking models, and observe how post-training installs a self-monitoring "point of view." Another way to think of it is as an ocean, reports VentureBeat. "If the mind is an ocean, as the paper's authors write in their opening line, they have spent the last year charting its currents in a system that has no biology, no evolution, and no body -- and found, beneath the surface, a structure that looks unsettlingly like the one we use to think."
Read more of this story at Slashdot.
Suspecting AI cheating, Ivy League prof ordered an in-person final; scores fell 50% [Ars Technica - All content]
Ivy League college students are, by definition, intelligent. They don't need to use generative AI to cheat on exams; they could just learn the material. But they also tend to be competitive, ambitious, and overscheduled, so AI can look like an easy shortcut that makes more time in their lives for things that can't be done by a chatbot. When the pressure is on, which approach do they choose?
A new scandal at Brown University reveals that huge numbers of these students are likely to cheat.
A recent survey of Princeton students found that 29.9 percent admitted to cheating with AI on at least one exam or assignment. But the recent situation at Brown gives us a better sense of what this kind of cheating looks like in one particular class—and just how much it may be substituting for actual learning. And we know all this because the blind economics professor at the center of it all, Roberto Serrano, is not letting it go.
Lawsuit: Man used Grok to make 7K sex images of stepdaughter, then shot himself [Ars Technica - All content]
One of the most horrific cases of allegedly Grok-generated child sex images was shared in a proposed class action lawsuit that was expanded Tuesday. Now, young girls not only accuse X and xAI of building toxic AI "nudify" tools but also of shielding child predators by obstructing police investigations into Grok-generated child sex abuse materials (CSAM).
In March, a girl’s stepfather took his own life after cops discovered that he had used Grok to create 7,000 sexually explicit images using one photo taken when his stepdaughter was 11 years old, the amended complaint alleged.
Grok allowed the man to generate extreme images depicting incest and rape without flagging any harmful behavior, the complaint said. Seemingly, xAI’s child safety system only intervened after the man input a prompt for “gang rape.” That request sent a CyberTip to the National Center for Missing and Exploited Children (NCMEC), which alerted law enforcement to the AI CSAM.
Judge rejects Kalshi attempt to override New York state gambling laws [Ars Technica - All content]
Kalshi lost an attempt to override New York's state gambling laws yesterday, with a federal judge rejecting the prediction market operator's request to prevent enforcement of the rules.
Kalshi is appealing the decision to a higher court. This is one of numerous cases in which judges must decide whether state laws are preempted by federal regulation of prediction markets.
New York Governor Kathy Hochul and Attorney General Letitia James issued a joint statement on the ruling today. “New York’s gambling laws are designed to protect consumers," they said. "Kalshi tried to ignore them. Yesterday, they lost in court. We will continue to hold all gambling platforms accountable to the law—and that includes prediction markets.”
Google pays $250K for Linux vulnerability allowing guest VM escapes [Ars Technica - All content]
A Linux vulnerability that allows untrusted virtual machines to gain root access to host machines is one of two high-severity flaws to surface this week in the open source operating system.
The vulnerability resides in KVM, which is, in essence, a virtual machine app included in the kernel of many Linux distributions. The vulnerability, tracked as CVE-2026-53359, allows guest virtual machines—such as those used in cloud platforms to isolate one user’s instance from the host OS and other user instances—to break out of that container.
The vulnerability affects KVM running on both AMD and Intel processors. It exploits bugs residing in the KVM guest-side, the portion of the VM that consists of only resources like the OS or drivers present in the guest VM, rather than resources present on the host machine. The threat went unnoticed in the Linux kernel for 16 years.
A new proposal for organ donation sparks concern [NPR Topics: News]

Should patients who choose euthanasia be able to die by having their vital organs removed for donation? The ethical concerns are substantial.
John Deere Agrees To 10-Year Right-To-Repair Deal In FTC Antitrust Lawsuit [Slashdot]
John Deere has agreed to a 10-year FTC-supervised right-to-repair settlement requiring it to provide farmers and independent repair shops with the same repair resources available to authorized dealers. The deal resolves antitrust claims from the FTC and five states alleging Deere monopolized equipment repair services, contributing to higher costs and delays for farmers. Wired reports: The full statement (PDF) lays out obligations for John Deere's repair services, requiring the company to give farmers and third-party repair shops access to the same equipment and repair resources it provides to official John Deere dealers. This includes software capabilities, such as reading and resetting codes and pairing with other software, which customers have long had limited access to, creating delays when diagnosing equipment problems. Delayed fixes can mean delayed harvests, which many farmers saw as a fundamental threat to their livelihoods. Under the agreement, John Deere will be required to provide this level of access, equipment, and services for the next 10 years, monitored by the FTC. [...] John Deere has maintained that it already has robust repair resources for its customers, including service manuals and diagnostic equipment. In John Deere's press release, the company says the settlement is in line with what it has been doing all along, saying that "the agreement reinforces Deere's continued innovation toward more flexible repair options, emphasizing increased access and transparency for customers. It formalizes Deere's ongoing commitment to expanding access to diagnostic and repair tools."
Read more of this story at Slashdot.
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