Kubernetes v1.36: Staleness Mitigation and Observability for Controllers
Staleness in Kubernetes Controllers Staleness in Kubernetes controllers is a problem that affects many controllers and may influence controller behavior in sub...
Staleness in Kubernetes Controllers Staleness in Kubernetes controllers is a problem that affects many controllers and may influence controller behavior in sub...
As LLM applications grow more complex, developers are increasingly adopting multi-agent architectures to decompose workflows into specialized, collaborative com...
Detection → Remediation: From Secret Sprawl to Controlled Risk Detection surfaces secret sprawl across code repositories, collaboration tools, and cloud enviro...
Federated inference enhances LLM performance in edge computing through weighted averaging of distributed model predictions. However, autoregressive LLM inferenc...
Parallel scan primitives compute element-wise inclusive or exclusive prefix sums of input vectors contributed by p consecutively ranked processors under an asso...
Formal models for concurrent and distributed systems describe machines; the people who operate them are either ignored or treated as external environment. Yet k...
The rising share of abundant renewable energy inevitably increases volatility in the electricity production. The concept of sector coupling means that the volat...
Efficient GPU execution of convolution operators is governed by memory-access efficiency, on-chip data reuse, and execution mapping rather than arithmetic throu...
Microservice-based cloud applications face changing workloads, evolving request paths, variable network conditions, interference, and failures. These dynamics c...
KV cache restoration has emerged as a dominant bottleneck in serving long-context LLM workloads, including multi-turn conversations, retrieval-augmented generat...
Why mutable pod resources for suspended Jobs? Batch and machine learning workloads often have resource requirements that are not precisely known at Job creatio...
The Model Context Protocol MCP is moving faster than the developer community can keep up with, racing past its original design parameters and leaving teams scra...
Consider a user in Australia browsing their social media feed to catch up with friends in Europe and America. The media shared by friends takes a considerable t...
Cloud vendors offer discounted spot instances to maximize surplus resource utilization, but these instances are subject to the risk of sudden interruption. Trad...
We present Incisor, a cloud HPC job submission system for the ex ante instance selection problem: choosing suitable hardware in the challenging but common setti...
DevOps.com is now providing a weekly DevOps jobs report through which opportunities for DevOps professionals will be highlighted as part of an effort to better...
Emerging IoT-enabled cyber-physical applications demand low-latency, energy-efficient, and reliable execution across resource-constrained edge devices with hete...
Tool sprawl is quietly becoming one of the biggest headaches in enterprise AI development. Microsoft thinks it has a fix....
Lifetime prediction of reactor pressure vessel (RPV) steel requires bridging atomistic degradation mechanisms with service-scale spatial and temporal regimes, f...
Cloud users aim to minimize cost while maximizing performance by selecting the most suitable instance types for their workloads. To reduce expenses, spot instan...
View on sreweekly.comhttps://sreweekly.com/sre-weekly-issue-514/ Benjamin Barton — Datadog Finally! Someone actually explaining how they test their SRE agent. H...
Enterprise AI has officially moved past the “can we build it?” phase. Business leaders aren't just asking how to train a model, they’re asking how to scale, pro...
As Ansible adoption grows, a challenge can arise: How do organizations track automation efforts across the entire enterprise? A common solution is to establish...
!Cover image for Learn Kubernetes the Manga Wayhttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to...
What is a Center of Excellence for Ansible? As Ansible adoption grows, a challenge can arise: How do organizations track automation efforts across the entire e...
Microsoft has unveiled plans to incorporate Anthropic’s Claude Mythos Preview model and other AI models into its Security Development Lifecycle, embedding AI di...
Starting April 27 2026 and over the coming weeks, we will begin a staged rollout that updates the format of newly minted GitHub App installation tokenshttps://d...
Most B2B applications collect incomplete data by design. A lead form captures a name and company. A recruiting tool surfaces a LinkedIn profile. An event regist...
We continuously ship updates to make your network more reliable, manageable, and secure. Each month, we highlight some of the most impactful changes across clie...
Public clouds increasingly expose heterogeneous hardware, but their allocation interface remains built around rigid on-demand and spot service classes. This mak...
Anthropic admits to a month‑long degradation in Claude’s output due to reasoning “effort” trade‑offs, cache bugs, and verbosity prompts. As Opus 4.7 rolls out w...
Introduction Every engineering team reaches a point where the cost of moving slowly becomes more expensive than the cost of changing how they work. For our tea...
To mitigate the increasingly common underutilization of computational resources in modern GPUs, spatial sharing methods enable multiple applications to use them...
Sparse-attention decoders rely on exact Top-K selection to choose the most important key-value entries for each query token. In long-context LLM serving, this T...
Effective intra-node GPU communication is essential for optimizing performance in MPI-based HPC applications, especially when leveraging multiple communication ...
As Ansible adoption grows, a challenge can arise: How do organizations track automation efforts across the entire enterprise? A common solution is to establish...
Coflow has emerged as a fundamental application-layer abstraction in distributed systems, representing communication dependencies and enabling collaborative man...
Distributed GPU applications increasingly rely on kernel-level, cross-node coordination to reduce launch overheads and improve compute-communication overlap, bu...
Looking at the release notes or changelogs for QEMU upstream, you might notice that there's something new in version 11.0: SEV‑SNP and TDX machines can now be r...
5 reasons to go with your team to Red Hat Summit 2026 Red Hat Summit is where the global community comes together to solve the industry's biggest challenges, a...
Running Llama 70B as an on‑demand cloud inference endpoint costs roughly $16,000 per month. Running Llama 8B costs about $734. For teams where an 8B model meets...
Non-Markovian (renewal) epidemic simulation on multi-million-node contact networks is essential for realistic forecasting under general age-dependent holding-ti...
Why a Center of Excellence? As Ansible adoption grows, a challenge can arise: how do organizations track automation efforts across the entire enterprise? A com...
After several years of development, User Namespaces support in Kubernetes reached General Availability GA with the v1.36 release. This is a Linux‑only feature....
The landscape of generative AI has shifted rapidly from static content to the temporal dimension. While text-to-image models like Imagen and Midjourney defined...
GitHub Actions OIDC tokens now include immutable identifiers in the default sub subject claim for new repositories. This change strengthens the security of OIDC...
Refactoring into Ansible Roles As my Ansible project grew, my single master playbook started to get crowded. Today I decided to “graduate” my automation by imp...
Docker Sandboxes: Run Agents in YOLO Mode, Safely Mar 31 2026 Agents have crossed a threshold. Over a quarter of all production code is now AI‑authored, and de...