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…how it tackles the core constraints of modern AI workloads. As compute performance scales, the bottlenecks have shifted toward data movement, power efficiency, and system integration. By combining high-speed IP, agentic…
…At the same time, organizations are contending with stricter regulatory requirements, more sophisticated cyber threats, and growing power constraints in data centers. Traditional tiered storage architectures are increasingly unable to balance these…
…Featuring a 100% full Integrated Heat Spreader (IHS) coverage design, Asetek's workstation AIO solutions effortlessly unlock extreme 450 W+ TDP limits that far exceed traditional consumer hardware constraints, meeting the heightened…
…Developers define what to constrain in their apps and agents, and Windows enforces those constraints consistently at runtime through MXC. MXC provides an abstraction layer across isolation primitives, so developers do not…
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…
…efforts when it comes to cleaning up the codebase, addressing continuous integration (CI) breakage on the older platforms, and similar constraints. Mike Blumenkrantz was motivated to start this Amber2 discussion given the…
…Designed for Kubernetes-ready, headless deployment, ovstorage gives you total architectural control, scaling microservices independently to meet production demands without the constraints of a monolithic legacy stack. How to get started: Integrate…
…Given the production constraints that TSMC is facing for its CoWoS packaging technology, the analyst adds that whether ABF suppliers are able to scale up production will also determine the scalability of…
…Learn how AITER accelerates LLM and MoE execution with optimized kernels and distributed inference enhancements, while ATOM integrates these capabilities into familiar vLLM and SGLang workflows through plugin-based acceleration. The session…
…One critical constraint: the RAG and Hybrid agents were prompted to make RAG queries before producing any fix. Early experiments showed that without this mandate, hybrid agents would skip RAG entirely when…
…Lastly is Qualcomm's VK_QCOM_queue_perf_hint to expose power constraints to the application. VK_QCOM_queue_perf_hint allows providing hints for influencing the device's clock frequency. The…