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Curated links from external sources — not 360Softy original articles.

ExternalAI
NVIDIA Technical Blog

Streamlining Resource Binding with End-to-End Support for Vulkan Descriptor Heaps

Shaders are GPU programs that process visual data—such as rays, pixels, geometry, and textures—to produce specific rendering effects. Shaders find necessary... Shaders are GPU programs that process visual data—such as rays, pixels, geometry, and textures—to produce specific rendering effects. Shaders find necessary data through a process called resource binding. CPU code orchestrates the creation of GPU resources such as textures and memory buffers and then carefully arranges for shader code to

NVIDIA Technical BlogRead original
ExternalSoftware Engineering
DEV Community

I Scanned 1,200 MCP Configs From GitHub. Here's What I Found.

A deep-dive into the security posture of real-world AI agent deployments — and the open-source tool I built to fix it. I collected 1,200 real MCP (Model Context Protocol) configuration files from public GitHub repositories, scanned them with an open-source security tool I built, and found that: 100% had security gaps 20.7% had CRITICAL or HIGH issues (hardcoded secrets, unauthenticated endpoints, unrestricted shell execution) 0 of 1,200 configured response limits or session caps The 9 most popul

securityaiopensource
DEV CommunityRead original
ExternalSoftware Engineering
DEV Community

How I built a YouTube performance classifier that adjusts tomorrow's video script bias

I've been running an automated YouTube channel alongside three programmatic directory sites since April. The video side uses a two-host VTuber pipeline that generates daily scripts and renders them overnight. What I didn't have until last week was any feedback mechanism — the script generator just produced content in a vacuum, with no idea which videos were actually landing. The fix is scripts/yt-analytics/run.py, a 330-line Python script that runs daily, reads the last 30 videos via the YouTube

aigithubactionsprogramming
DEV CommunityRead original
ExternalSoftware Engineering
DEV Community

Notable releases I'm watching: Deno 2.8, Models.dev, DeepSeek V4 Pro permanent pricing

Five things from this week's HN and dev.to worth bookmarking if you're building with AI APIs and shipping static sites on a tight budget. DeepSeek announced this week that their previously temporary V4 Pro price cut is now permanent. The cost gap between DeepSeek and GPT-4o-class APIs at the high-throughput end is now large enough that it's worth benchmarking against your current setup. I'm running Claude Haiku 4.5 for content generation across three directory sites — structured JSON output at s

aiwebdevopensource
DEV CommunityRead original
ExternalTechnology Trends
The Verge Tech

YouTube updates Shorts to make it even more like TikTok

YouTube is adding even more TikTok-like features to Shorts, including a new "clear screen" mode that removes the icons and text from the video you're watching. In a blog post on Thursday, YouTube says it's also replacing the "thumbs-up" button with a "heart" icon, and is introducing a new option that lets you watch Shorts at 2x speed. As noted by YouTube, you can speed up a video by holding down the edge of your screen and lifting your finger when you want it to return to normal speed. You can l

The Verge TechRead original
ExternalDevOps
HashiCorp Blog

Deploy Boundary on Kubernetes with official Helm charts

Deploying HashiCorp Boundary on Kubernetes has, until now, required teams to build and maintain their own orchestration from scratch. That means hand-crafting deployments, services, config maps, and lifecycle automation for every environment, then keeping it all consistent over time.  To officially support Boundary deployed on Kubernetes, we have released two official Helm charts: one for the Boundary controller and one for the Boundary worker. Together, they provide a standardized, repeatable,

HashiCorp BlogRead original
ExternalDevOps
Kubernetes Blog

Introducing the Cluster API plugin for Headlamp

Headlamp is an open-source, extensible Kubernetes SIG UI project designed to let you explore, manage, and debug cluster resources directly from a browser. Cluster API (CAPI) is a Kubernetes sub-project that brings declarative, Kubernetes-style APIs to cluster lifecycle management. It lets platform teams provision, upgrade, and manage the lifecycle of Kubernetes clusters using standard Kubernetes objects stored and reconciled in a management cluster. Managing Cluster API resources has historicall

Kubernetes BlogRead original
ExternalTechnology Trends
The Verge Tech

OpenAI will delay GPT-5.6 after Trump administration request

The Trump administration, apprehensive of potential security issues, has reportedly asked OpenAI to stagger the release of its next big-ticket model, GPT-5.6. The Information reported that OpenAI CEO Sam Altman told employees Wednesday in a company Q&A that it would release GPT-5.6 in limited preview form - granting access only to a small group of enterprise customers - in compliance with a request from the federal government. During that preview period, the Trump administration itself would re

The Verge TechRead original

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