NVIDIA OpenShell and Sentry: Agent Safety Boundaries
OpenShell mediates agent access; Sentry adds an out-of-band hardware watchdog. NVIDIA describes quarantine in milliseconds, not a verified 850µs result.
Independent analysis, benchmarks, and field intelligence on AI models, chips, computing, and defence systems.
OpenShell mediates agent access; Sentry adds an out-of-band hardware watchdog. NVIDIA describes quarantine in milliseconds, not a verified 850µs result.
Huawei opens pretraining, SFT and RL code for openPangu-2.0. Explore the 92B examples, Ascend dependencies and what missing datasets mean for developers.
OrcaSAQ-2 shrinks a 27B coding model to about 12GB. We examine its fidelity results, agent benchmarks, and the practical limits of running it on a 16GB GPU.
Why 2027? Chaining GPT-6 Astra or Opus 5.5 into revenue loops burns more compute than it earns. Inside Logan Kilpatrick’s laws of expansion and agent profit margins.
Alibaba’s open-source code reviewer combines deterministic checks with an LLM agent. See what its CLI does, where independent accuracy evidence is missing, and how to test it safely.
TRAI requires more voice-and-SMS-only vouchers with reduced tariffs. Its September amendment does not abolish every 28-day plan or guarantee annual savings.
The global small-satellite launch sector is colliding with an unforgiving economic reality: rideshare economics are crushing dedicated launch vehicles on…
DRDO signs a ₹500 Cr TDF deal with Zero mK India for 20 mK dilution refrigerators. Here is how Shunya 0X breaks import reliance for sovereign quantum computing.
Google’s Gemini 4.0 Argon checkpoint leads LMSYS at 1528 Elo, hitting 88.4% on MMMU-Pro and 74.2% on SWE-bench. Here is our forensic systems breakdown.
Google Vids has the Workspace reach to make AI video mainstream. Our 40-second test shows the model gaps Google still needs to close.