PulseAugur
EN
LIVE 18:20:07

Character.ai integrates SLURM scheduler with Kubernetes for GPU research

Character.ai has developed an internal system called Slonk, which integrates the traditional SLURM scheduler with Kubernetes for managing GPU research clusters. This system aims to provide researchers with the familiar user experience of SLURM, including features like fair queues and gang scheduling, while leveraging Kubernetes for operational benefits such as orchestration, health checks, and autoscaling. Slonk treats SLURM nodes as Kubernetes pods, allowing for efficient resource sharing and management across heterogeneous clusters and clouds. AI

IMPACT Enables more efficient and productive GPU cluster management for ML researchers by combining familiar HPC tools with modern orchestration.

RANK_REASON The article describes an internal infrastructure system for ML research, detailing its architecture and technical challenges, which falls under research and infrastructure development. [lever_c_demoted from research: ic=1 ai=0.7]

Read on Character.ai blog →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Character.ai integrates SLURM scheduler with Kubernetes for GPU research

How we ranked this

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
The article describes an internal infrastructure system for ML research, detailing its architecture and technical challenges, which falls under research and infrastructure development. [lever_c_dem…
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
infra, product
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
254 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

  1. Character.ai blog TIER_1 English(EN) · Character AI ·

    Slonk: Slurm on Kubernetes for ML Research at Character.ai

    <p>Today we&#x2019;re sharing a snapshot of Slonk (Slurm on Kubernetes), the system we use internally to run GPU research clusters at <a href="http://character.ai/?ref=blog.character.ai"><u>Character.ai</u></a>.&#xa0;</p><p>Although this is not a fully supported open-source proje…