To keep the first feature iteration predictable, the Job controller only creates a Workload and PodGroup when the Job has a well-defined, fixed shape: .spec.parallelism is greater than 1.spec.completionMode is set to Indexed.spec.completions is equal to .spec.parallelismThe schedulingGroup is not already set on the Pod template. These conditions describe the class of Jobs that gang scheduling can reason about: each Pod has a stable identity (Indexed), the gang size is known and fixed at admission time (parallelism == completions), and no other controller has already claimed scheduling responsi
Kubernetes v1.36: Advancing Workload-Aware Scheduling… China's CXMT Could Sort Out Consumer Supply Constraints, As HP Looks to Integrate the Firm's Memory Modules Memory supply constraints are intensifying with each day , and now, it appears that even large-scale OEMs like HP are finding it troublesome to secure supply, which is why, according to a Ban… …
… The integration empowers data center operators to define facility constraints and AI practitioners can confidently select performance or efficiency modes aligned to their workload priorities. …
… What's not covered yet The current constraints limit this integration to static, indexed, fully-parallel Jobs. …
… As enterprises scale AI, power and cooling have become defining constraints. …
I love making small 2D pixel art games, especially using tools that have some constraints. Things like Pico-8 and the Playdate SDK are simple, fun, and allow for focusing on the game idea rather than the technical minuti…
Hey all — looking for some real-world input from people running TACACS+ at scale. We’re a service provider / MSP with ~100 employees, but we manage ~30,000+ network devices (switches/routers). Most of our gear supports T…
Thank you to everyone who offered feedback on my Hacker Show post for Forkle last week. I had some fantastic input from a few of you, which I have now integrated into the game.Major & Minor Improvements:- Much easier. I …
Hi HN, we’re Nick and Drew, and we’re building boxes.dev – the first cloud-only agentic dev environment (ADE) that gives every Codex and Claude Code agent its own cloud computer.We’re two engineers who previously built G…
… One of the key reasons to attend this webinar is the opportunity to understand the architectural trade-offs involved in such high levels of integration. Designing on a 12nm node introduces both opportunities and constraints. …
… Finally, to enforce structural integrity, we employ a Joint Geometric Optimization strategy that integrates explicit geometric constraints with implicit latent regularization to align internal representations with geometry-aware priors. …
… Model-specific constraints don& 039;t equal platform changes The rumor becomes more interesting when you look at future form factors. Apple is expected to explore both thinner designs and more complex devices, and those could introduce real constraints. …
… By using a perturbation prior and orthogonality constraints, it achieves a 10x reduction in geometric error compared to standard adapters. …
Papers arxiv:2604.27085 Efficient Training on Multiple Consumer GPUs with RoundPipe Published on Apr 29 Submitted by Kewei Zhang on May 1 Authors: , , , , Abstract RoundPipe introduces a novel pipeline scheduling approach that eliminates weight binding constraints in LLM fine-tuning, enabling effic… …
Flatpak 1.18 Released With Integration For AMD ROCm Written by Michael Larabel in Desktop on 8 June 2026 at 09:14 AM EDT. …