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…System architecture To meet the performance, accuracy, and cost constraints, Justt designed a GPU-accelerated document processing architecture optimized for high-throughput inference. The system integrates Nemotron Parse , part of the NVIDIA…
…These applications require tight integration of AI with sensing, actuation, and real-time control, all within strict power and reliability constraints. Together, these trends highlight the growing need for silicon solutions that…
…Agentic workflows are programmable planning and execution loops that operate under constraints, integrate with real systems, and adapt at runtime. The GitHub Copilot SDK makes those execution capabilities accessible as a programmable…
…tight HW/SW integration, and system-level debugging. Experience in designing and implementing software based on product & hardware specifications. Experience working under tight memory, power, and real-time constraints. Excellent interpersonal and…
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…
…constraints, contributing to elevated DRAM pricing across the PC industry. By the time Razor Lake-AX potentially enters production, however, DRAM availability and manufacturing capacity may have improved enough to support integrated…
…Within a shared, secure environment, EPIC tightly integrates atomistic modeling, test vehicles, process development, validation, and metrology feedback. Constraints that once surfaced late in development are identified and addressed early. The result…
…New comments from AMD executives suggest that support for RDNA 3.5 integrated graphics remains undecided, with current indications pointing toward a less favorable outcome. During the unveiling of FSR 4.1…
…Hegseth has objected to what he has described as “ ideological constraints ” embedded in commercial AI systems, arguing that determining lawful military use should be the government’s responsibility—not the vendor’s…
…customers switching and weaken the competitive constraints Microsoft faces from rivals.” One aspect of the investigation is to assess how Microsoft allows AI competitors to integrate with its software. Additionally, a wide…