Anatoliy Kolodkin - The LGTM (Page 92)

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Anatoliy Kolodkin

Codex on Mobile Is Not a Phone App Story. It Is the Approval Layer for Long-Running Agents.

“Codex on mobile” sounds like OpenAI put a development environment in your pocket. That is not the interesting version of the story. The interesting version is that OpenAI is turning the phone into an approval and supervision layer for agents that keep running somewhere else. OpenAI says more than 4

NVENC Is Becoming the Weirdly Practical Fabric for Local Multi-GPU AI

NVENC Is Becoming the Weirdly Practical Fabric for Local Multi-GPU AI

Consumer multi-GPU AI usually dies in the gap between what the hardware theoretically has and what the runtime can actually use. Two cards in two boxes might add up to enough VRAM on paper. In practice, the missing fabric turns that second GPU into an expensive space heater unless the

NIMStats Gets the NVIDIA NIM Problem Right: Benchmark the Endpoint You Actually Use

NIMStats Gets the NVIDIA NIM Problem Right: Benchmark the Endpoint You Actually Use

The most useful inference benchmark is usually not the one with the cleanest chart. It is the one that keeps running after everyone stops looking. NIMStats is a tiny open-source dashboard for NVIDIA NIM endpoints, and its value is exactly that kind of boring persistence: run the same checks every

AgenticOps Is DevOps After the Author of the Commit Stops Being Human by Default.

AgenticOps Is DevOps After the Author of the Commit Stops Being Human by Default.

“AgenticOps” is the kind of label that makes engineers reach for the mute button. Fair. But Microsoft’s AKS lab is worth reading past the branding because it sketches a real operating model for a world where the author of a pull request is not always a human by default.

Privacy Middleware Is Where Agent Security Stops Being a Slide and Starts Being an API Boundary.

Privacy Middleware Is Where Agent Security Stops Being a Slide and Starts Being an API Boundary.

The most important part of agent security is usually not the model. It is the boundary around the model. That is why Microsoft’s privacy-proxy middleware post is more useful than its modest GitHub footprint suggests. It does not promise that an agent will become wiser, safer, or more “enterprise-ready”