Today’s advances in robotics are often driven by breakthroughs in artificial intelligence, machine learning, and perception. But in complex and constrained environments, the limiting factor is often hardware, not software. Systems that rely on constant data processing, high-bandwidth communication, and centralized compute can face delays, power constraints, and vulnerabilities that limit performance or prevent mission success altogether.
DARPA is looking to tackle these challenges by embedding intelligence directly into the physical materials of robotic systems. A new Request for Information (RFI), calls on the research community to help define a new class of materials capable of intermixed sensing, adapting, and acting in real time without relying on continuous external computation or communication links.
While the RFI itself is exploratory, it is a first step toward a more immediate opportunity: an invite-only, in-person workshop planned for the summer 2026. Selected participants will have the chance to present their ideas, engage with DARPA, and inform future program directions.
An exploit has been published for a local privilege escalation vulnerability dubbed “Copy Fail” that impacts Linux kernels released since 2017, allowing an unprivileged local attacker to gain root permissions.
The vulnerability is tracked as CVE-2026–31431 and was discovered by the offensive security company Theori, using its AI-driven pentesting platform Xint Code after scaning the Linux crypto/ sybsystem for about an hour.
Theori reported the finding to the Linux kernel security team on March 23, and patches became available within a week. Technical details and a proof-of-concept exploit for the flaw emerged publicly yesterday.
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The Fermi Paradox is the question of why we haven’t been contacted by any extraterrestrial species. In a recent paper, astrophysicists analyzed the paradox by instead examining how civilizations with the ability to send signals through space might develop. Unfortunately for us, their findings are quite bleak – but let’s take a look anyway.
Paper: https://arxiv.org/abs/2602.
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This video discusses the Fermi Paradox, questioning the absence of extraterrestrial life despite the vastness of the cosmos. The Milky Way has had billions of years to produce civilizations, so where is everybody? A new paper’s analysis suggests a concerning conclusion regarding this silence, prompting us to consider what the lack of alien life tells us about our universe. 🔭
What is Open Evidence? It is a chatbot specialized for doctors to use to help speed up their work. 50 percent of all American doctors so far are signed up for it.
Chatbots, when utilized properly have great potential to help in the field.
From oncology to cardiology, AI platform OpenEvidence is helping physicians keep pace with medical breakthroughs while focusing on their patients. The software is used by around half of all American doctors, and is proving a game changer for physicians.
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This is exactly why the benchmarks I propose in the book matter so much. Defining AGI and ASI is not semantics; it determines which architectures we are trying to align, how long top-down control mechanisms remain useful, and when we must shift our focus toward developmental and integrative approaches such as the AGI Naturalization Protocol and merge-based alignment.
In SUPERALIGNMENT, I argue that no single strategy is sufficient. Today’s control-based alignment is indispensable, but only as an early scaffold. Ethical-emotional development is necessary, but only as a middle phase. Merge-based alignment becomes increasingly relevant as humans and artificial minds begin to co-evolve within shared cognitive ecosystems. The triadic structure matters because each phase corresponds to a distinct level of intelligence maturity: constraint, cultivation, and convergence.
In my framework, AGI is not a static point but a continuum of cognitive emergence: from embodied agency to disembodied abstraction, from classical computation to quantum cognition, and from reactive behavior to phenomenological self-awareness. The benchmarks provide the conceptual anchors for intervention. They tell us when control may still be enough, when cultivation becomes necessary, and when convergence between human and synthetic minds becomes the more realistic path to Superalignment.