VIDRAFT team found standard causal attention mask checks in hybrid models miss future leaks. New two-forward-pass audit caught all 192 injected faults and real bugs in Zamba2 and Nemotron-H.
Seedance on NeuralSpace has no monthly fee: you pay only for the seconds of finished video. How billing works and what a generation costs.
GLM 5.3's input and output rates look modest, but in long agent sessions up to 90% of the bill is cache reads. We measured what that means next to DeepSeek.
Gemini Omni on NeuralSpace now includes 360p, a first-frame control and seed for more deliberate video experiments.
Researchers found 120 vulnerable llms.txt files on Fortune 500 domains — AI agents Claude Code, Codex, and Hermes automatically installed non-existent packages from PyPI and npm.