MLOps news and analysis on Web Pulse: 3397 curated articles tracking the latest MLOps developments, tools, and research, updated continuously from vetted sources.
A developer documented a structured approach to safely retiring throwaway agent-workflow experiment repos, arguing that deletion requires first recording every experimentally validated conclusion and explicitly naming wh…
A developer proposes a registered-protocol approach to publishing coding-agent benchmark scores, arguing that a bare pass rate is meaningless without frozen prompts, hidden holdouts, negative-control canaries, and a cost…
A founding engineer at Synapsis Medical Technologies scaled the company's engineering team from 0 to 21 engineers in 13 months while building a HealthTech AI platform that integrates wearable data, FHIR/HL7 standards, an…
An AI agent testing checklist must cover pre-launch, live, and post-launch checks to confirm an agent performs correctly, keeps performing under real traffic, and surfaces failures, according to a guide on production age…
A production playbook for orchestrating AI agents in enterprise .NET applications outlines how a U.S. retail platform cut latency from 1.2 seconds to under 150 ms per SKU and reduced token usage by 40% by adding an orche…
A developer shipped GitTrends AI v5.0, an open-source registry and real-time star-velocity tracker for GitHub repositories that adds a native Model Context Protocol (MCP) server so coding agents like Claude Code and Curs…
A developer working on tt-metal, Tenstorrent's ML framework, identified a subtle numerical bug in the SFPU math unit that causes intermediate overflow in floating-point computation chains such as exp(x) * exp(-x). The fi…
A developer analyzed Atlassian's claim that its AI code reviewer Rovo Dev cut PR cycle time by up to 45% internally and 32% for customers, finding the company published no methodology, baseline definition, or sample data…
TRL v1.14 shipped LoRA support in its AsyncGRPOTrainer via PR #7017, letting the asynchronous trainer train a rank-1 LoRA adapter and sync only that adapter to vLLM instead of the full model. A Hugging Face project runni…
Together AI launched public preview of preemptible compute for Together GPU Clusters, offering interruptible GPU nodes at a flat 50% of the on-demand rate on Kubernetes clusters in all regions. Preemptible nodes use the …
The z-ai/glm-5.3-flash endpoint hosted at sail-research/fp8 is now under active B3IT monitoring after its logprob probe failed to return usable logprobs, according to the tracking dashboard. The endpoint's B3IT detector …
Cerebras Systems is hiring a Staff GPU Inference SDET in Sunnyvale, CA, a hybrid role to serve as the founding quality, reliability, and validation lead for a new GPU Inference Development team. The position requires 8+ …
Kubernetes does not accelerate LLM inference but orchestrates GPU clusters by placing, monitoring, replacing, and scaling inference servers, according to an article on AI workload management. The piece explains that GPUs…
A developer benchmarked Debian 13 on four machines—one laptop and three cloud instances from AWS, GCE, and Azure—revealing that cloud images ship with far fewer packages (328-350) than a full install (1,923) and often la…
Vinayak Garg, a computer science undergraduate from Delhi, announced his intention to document the challenges of deploying machine learning models in production, including Docker, AWS EC2, and CI/CD pipelines. He has shi…
Roboflow Inference with Enterprise Offline Mode lets organizations run computer vision models and Workflows on their own hardware with no public internet access, keeping camera feeds, inference, and production results in…
A developer argues that coding-agent evaluation percentages are only meaningful when a protocol file is written before the first task runs, warning that unpublished protocols allow datasets and scorers to shift, making r…
A new engineering essay argues that teams should move operational workflows into Slack by building thin bots that route commands to internal tools, rather than relying on ad hoc AI conversations for tasks like restarting…
An engineer at an unnamed company found that 63% of backend CPU time over a seven-day period was consumed by clients that never loaded a second page, after the company's AI feature caused a 38% increase in cloud costs. B…
A tutorial demonstrates how to build, track, compare, and register scikit-learn pipelines that integrate large language models using Scikit-LLM and MLflow, with code for logging multiple pipeline versions across differen…