PHP2Shell Sparks ‘Black October’ Warnings as AI Changes Cybersecurity
The PHP2Shell emergency is testing how quickly websites can patch AI-discovered flaws, with early attack attempts and new PHP guidance adding urgency.
Human-computer interaction, or HCI, is the field concerned with how people use and experience computing systems. It combines computer science, design, psychology, ergonomics, and social research to create interfaces that are effective, understandable, accessible, and safe. In AI products, HCI addresses how users express intent, interpret uncertain outputs, correct errors, calibrate trust, and retain control when automation behaves unexpectedly. Researchers use interviews, observation, prototypes, experiments, and usability studies to test designs in context. Good HCI does not simply make a model easier to access; it helps align the entire interaction with real human capabilities, limitations, goals, and responsibilities.
The PHP2Shell emergency is testing how quickly websites can patch AI-discovered flaws, with early attack attempts and new PHP guidance adding urgency.
Higgsfield has secured NVIDIA and TCV backing in a Series B extension, with undisclosed terms, as it expands AI video infrastructure and production tools.
NVIDIA’s driving AI will underpin Bolt’s planned Lucid robotaxi fleet, with Madrid data collection set for 2027, subject to approval.
OpenAI’s Decisions API uses GPT-6 Luna for structured choices, with input starting at $0.10 per million tokens and a claimed speedup of up to 10x.
NVIDIA’s CEO sees opportunities for physical AI in Kazakhstan’s mines and farms as the country expands compute infrastructure and explores robotaxis.
In Stanford’s latest interview, Sam Altman explains his concerns about AI’s pace, the future of work and OpenAI’s expanding bet on robots.
Kevin Weil’s Warp Sciences will build U.S. chemistry labs for drug developers, combining expert scientists with AI and progressively automated workflows.
Carbon-X lets researchers ask questions about DNA and approaches GPT-6.1 Sol on the team’s benchmarks, but it is not validated for medical decisions.
UAE investors and Coatue are reportedly leading a proposed OpenAI financing ahead of a potential IPO, with computing capacity also under discussion.
Pepsipu’s ns2jb project used Codex and live console controls in a two-week research effort, but the tethered jailbreak is not finished custom firmware.