aspireai.
PUBLIC EDITION

NVIDIA just open-sourced the full Run:ai GPU orchestration platform — the software behind its $700M 2024 acquisition — under Apache 2.0 on GitHub. Eight partners, including Crusoe, Mirantis,…

AspireAI community · developer.nvidia.com
NVIDIA just open-sourced the full Run:ai GPU orchestration platform — the software behind its $700M 2024 acquisition — under Apache 2.0 on GitHub. Eight partners, including Crusoe, Mirantis, Nebius and Saturn Cloud, are already integrating. Run:ai is the Kubernetes scheduler that decides which AI training or inference job gets which GPU on a shared cluster. The release puts the integrated platform plus four standalone components — KAI Scheduler, GPU Fractioning Operator, KAI Resource Management, Workload Map — on GitHub and as a Helm-charted Community Product on NVIDIA NGC. KAI Scheduler was donated to the CNCF as a Sandbox project. For anyone running AI on Kubernetes, this is the OS scheduler for the GPU farm. Caveat: enterprise support stays commercial. The free download is source code; if you want NVIDIA's SLA you still pay for AI Enterprise or Mission Control. It also boxes out smaller schedulers like Volcano and YuniKorn by making the default path free.
Read the story and explore more from the AspireAI community.
Discover more stories
Stay curious.
THE BIG PICTURE
A FRESH PERSPECTIVE
AI & Models
PHP patches two critical RCE flaws, one found by GPT-5.6 Sol
Two critical PHP remote code execution flaws — one found by GPT-5.6 Sol — were patched on October 21, 2026, and OpenAI published a disclosure framework alongside the fix. Fixed versions: PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35. Both allow unauthenticated remote code execution, and PHP's advisory says risk is highest for mod_php, where a demonstrated exploit triggers before any application code runs. The CVEs are distinct failure modes. CVE-2026-109618 (OOM corruption): out-of-memory handling can interrupt PHP while internal request data is only partially initialized, and request cleanup may then treat the invalid data as valid. CVE-2026-109619 (stale global state): request-owned internal state can survive after its backing memory is freed, and a later request served by the same worker may use that stale state. OpenAI states GPT-5.6 Sol identified the first flaw through its Patch the Planet initiative, and that Wiz independently discovered and reported both vulnerabilities. PHP's maintainers led the fixes and release, with Wiz, Cloudflare and OpenAI contributing research and coordination. Wiz's write-up adds that it used GPT-5.6 Sol and Gemini 4 Argon throughout, with Gemini 4 Argon contributing to finding the vulnerability and validating the patch. OpenAI describes the gap between discovery and public exploitation as a "Defender's Window," proposes a five-stage response framework, and committed $1 billion in subsidised Daybreak model access for organizations with limited security resources. Honest caveats: these are OpenAI's and Wiz's own characterizations, and OpenAI also notes the same capabilities help attackers build offensive tooling faster. PHP 8.1 and older no longer receive updates from the PHP project.
Swipe into something new
01 / 86
The conversation continues
A fresh perspective changes everything.
ASPIREAI — STAY CURIOUS.