Shannon AI Tool Masters Web App Pentesting With 96% Success
KeygraphHQ's open-source Shannon runs Claude-powered multi-agent attacks against real web apps, hitting 96.15% on the XBOW benchmark and finding 30+ flaws in OWASP Juice Shop.
News Articles
US Weighs 75K-Chip Cap on Nvidia H200 Sales to China
The Trump administration is considering limiting Chinese companies to 75,000 Nvidia H200 GPUs each - less than half what Alibaba and ByteDance want - while zero chips have shipped despite months of export approvals.
Apple Asks Google to Run Siri After Cloud Bet Fails
Apple has asked Google to host next-gen Siri on its cloud servers after Private Cloud Compute hit just 10 percent utilization, with some servers still sitting in warehouses.
Gemini 3.1 Pro Tops Benchmarks but Developers Can't Rely on It
Gemini 3.1 Pro leads ARC-AGI-2, LiveCodeBench, and 11 other benchmarks with 750 million users and 21.5% market share - but developers report stalled responses, leaked thinking tokens, and API outages that make it unusable for production coding and agent workflows.
Google Launches Gemini 3.1 Flash-Lite as Gemini 3 Pro Dies
Google quietly launched Gemini 3.1 Flash-Lite Preview - the first Flash-Lite in the Gemini 3 series - while announcing Gemini 3 Pro will shut down March 9. Developers have six days to migrate.
Apple's M5 Pro and Max Make 70B Models Portable
Apple launches M5 Pro and M5 Max MacBook Pros with Neural Accelerators in every GPU core, 128GB unified memory, and 614GB/s bandwidth - enough to run Llama 70B on a laptop.
Perplexity's Comet Browser Can Leak Your Local Files
Zenity Labs found that a malicious calendar invite could hijack Perplexity's Comet browser into reading local files and exfiltrating their contents to an attacker-controlled server - no clicks required.
Mistral's New Playbook - Send Engineers, Not Models
Europe's most-funded AI startup is embedding engineers inside banks and consulting giants, borrowing Palantir's forward-deploy playbook to survive the frontier race.
Altman Calls Pentagon Deal 'Sloppy' After 1.5M Boycott
OpenAI's CEO admits the Pentagon deal was rushed and amends it with new surveillance protections - but legal experts say the fixes don't close the real loopholes.
Nvidia Pours $4B Into Photonics for AI Data Centers
Nvidia invests $2 billion each in Lumentum and Coherent to develop silicon photonics for next-generation AI factories, signaling that copper interconnects have hit their ceiling.
ByteDance Trained an AI Agent That Writes Faster CUDA Kernels Than You
CUDA Agent uses reinforcement learning trained on actual GPU profiling data to generate optimized CUDA kernels. It beats torch.compile by 2.11x overall and outperforms Claude Opus 4.5 and Gemini 3 Pro by 40 points on the hardest kernels.
Cursor Hits $2B ARR in Record Time - at What Cost
Cursor doubled its annualized revenue to $2 billion in just three months, making it the fastest-growing SaaS company in history. But its dependence on model providers raises hard questions about margins and survival.
