MLOps news and analysis on Web Pulse: 3397 curated articles tracking the latest MLOps developments, tools, and research, updated continuously from vetted sources.
Akuity Inc. launched Agentic Control Plane, a governance layer that authenticates AI agents as the specific person who connected them and routes every agent request through the user's existing permissions, alongside a se…
Google announced general availability of Pause/Resume for Dataflow batch jobs and support for G4 VMs powered by NVIDIA RTX PRO 6000 Blackwell Server Edition GPUs. Pause/Resume lets Dataflow customers resume failed long-r…
A healthy LLM application must consistently generate useful results while staying within acceptable limits for accuracy, safety, speed, reliability, and cost, according to a technical explainer on LLM evaluation. The pie…
Automated rightsizing cut OOM kills from an average of 40 to 50 per reporting window, with spikes above 80, to near zero within days of being enabled in one representative cluster, while provisioned CPU fell by roughly h…
A developer selected Gemma-4b over Mistral 7B for batch message grading after testing on constrained hardware with an RTX 4050 6GB VRAM and Intel i7 processor. Mistral 7B's 8k context window proved insufficient for the t…
A developer argues that AI workflow failures persist for weeks not because of technical complexity but because of an "ownership gap" — no single person has end-to-end visibility into pipelines spanning prompts, model cal…
A 2026 roundup of enterprise AI governance tools highlights Bifrost, an open-source AI gateway developed by Maxim AI that sits between applications and AI providers to enforce access controls, routing rules, budgets, and…
A developer outlined a set of design principles for building trustworthy agentic development workflows, arguing that the runtime's configurable unit—the dispatched sub-agent—should be the boundary of judgment. The approa…
A developer outlined a CI-based "provider policy linter" for multi-provider AI API gateways that blocks SDK changes relying on unstated model, endpoint, pricing, or billing-group assumptions. The linter performs five che…
Copado Inc. announced it is extending its Agentia agentic AI DevOps platform for Salesforce with a new Headless offering that uses Model Context Protocol and command-line interfaces to bring AI agents directly into devel…
Honeycomb announced that Canvas, its AI-guided observability workspace for building AI agents, is now Generally Available for all Honeycomb users, with connectors including GitHub and Linear currently in Beta and general…
A developer describes running three parallel workstreams — design, build, and test — off a single discovery session in an AI-augmented SDLC, arguing that sequential delivery persists because of a "Blame Myth" in which de…
AKS clusters average just 8% CPU utilization, 20% memory utilization, and 2% GPU utilization, the lowest of any major cloud provider, according to Cast AI's 2026 State of Kubernetes Optimization Report. The report's benc…
Solo founder Lubo Bali built LuBot, a plain-English business analytics chat product, on a database-per-tenant architecture that provisions an isolated Neon Postgres branch for each paying customer at Stripe checkout, a s…
Archsloth published a September 14th correction to its AutoRound quantization workflow, reporting that two changed settings produced a Qwen3-4B GGUF file with 20.9% to 54.4% lower KL divergence than Unsloth's Qwen3-4B Q4…
Hudson Rock published an analysis of a 153GB exfiltration archive containing 433,909 files stolen during the March compromise of the litellm package on PyPI, attributing 118,829 CI runner dumps to 2,488 corporate domains…
A technical comparison examines the tradeoffs between Ollama and llama.cpp for local LLM inference, framing the choice as one between a managed model service and a toolkit operated directly. The guide argues Ollama suits…
Data engineering practitioner and author ssp.sh argues that the emerging wave of AI orchestrators is repeating the same scheduling, error-logging, and restartability patterns already solved by 15 years of data orchestrat…
A cost-optimization guide for AI deployments argues that total cost of ownership, not model pricing, drives AI spend, citing architecture, idle capacity, integration effort, engineering time, workflow design, governance,…
NVIDIA released OSMO, an Apache-2.0-licensed, Kubernetes-native workflow orchestrator that lets robot developers describe an entire physical AI pipeline in a single YAML file and run it across training, simulation, and e…