MLOps news and analysis on Web Pulse: 3367 curated articles tracking the latest MLOps developments, tools, and research, updated continuously from vetted sources.
Altimate AI launched Auto Tune, a closed-loop system that continuously right-sizes Databricks job clusters by learning from each job's own run metrics and reverting with an alert whenever a change breaches user-configure…
Neo4j detailed a GraphRAG-based generative AI framework it built internally to ground LLM answers in a Neo4j Aura knowledge graph, combining vector search with an entity layer of types such as Document, Product, PricingT…
Mixture of Experts has changed the structure of AI inference serving by altering which tensors are active per token, what must remain close together, which transfers need strong local bandwidth, and how memory movement, …
A developer argues that production line breakdowns are frequently caused not by machine failure but by gaps in real-time visibility between systems such as MES, ERP, warehouse software, and shopfloor sensors. The piece d…
SiliconBench, a new benchmark, evaluates nine Apple Silicon serving engines for local LLM serving on unified-memory desktops across three lenses: speed, memory, and fidelity. The benchmark's authors state that concurrent…
White Circle launched Halo, a post-training framework for open-source models that delivers up to 2.8x the throughput of stock TRL with lower peak memory while keeping models in native HuggingFace format. On OpenAI's gpt-…
A developer building SaaS products with AI coding agents reports that an agent refused a ticket to delete a supposedly dead legacy backend after verifying it held 192 applied database migrations and built two of five pro…
A developer behind an enterprise AI adoption reference architecture series outlined the eight budget questions managers actually ask before funding such projects, arguing that human approval remains a required gate even …
Monday.com AI Engineering Director Dor Cohen said in a September 15 session that agent evaluations are unreliable when run against mocked APIs and databases, citing an agent tasked with retrieving 600 items that processe…
Posit's integrated development environment Positron now runs on Amazon SageMaker AI, letting data science teams query Amazon Athena, the AWS Glue Data Catalog, and Amazon S3 directly under a Space execution role without …
OpenMAS-GCom, a diagnostic benchmark detailed in arXiv:2609.21527v1, found that removing a specialist agent from a multi-agent LLM graph caused a mean accuracy loss of 4.7%, while removing a critic node caused only 2.1%,…
Google recommends specifying at least two machine families in the highest priority (Rank 0) flexible VM list to mitigate compute stockouts in its Managed Service for Apache Spark, which lets teams define an ordered list …
Google benchmarked a layered routing architecture for its multi-cluster GKE Inference Gateway across a multi-region deployment of 17,000 compute nodes in us-east5, us-west8, and europe-west4, serving a leading Mixture of…
A developer benchmarked Strands, LangGraph, and CrewAI across 45 runs to test how each agent framework handles enterprise requirements like human approval gates, audit trails, and structured output. LangGraph suspended a…
A GitHub repository published by tudormunteanu provides bootstrap scripts and a cheatsheet for setting up rented GPU cloud instances on RunPod, Vast, Nebius, and Enverge, aimed at making a rented GPU usable without payin…
Cast AI's Kubernetes automation makes decisions from observed usage signals — including error rate, p99 latency, OOMKill rate and PSI — and logs every action with a timestamp, operation name and initiator, according to C…
A developer released AICostFence, an open-source GitHub Action that scans JavaScript/TypeScript projects using the Vercel AI SDK for missing output-token ceilings and unbounded tool loops before a pull request is merged.…
Gartner formalized AI SRE as an analyst category in January 2026 and projects that 85% of enterprises will use AI SRE tooling by 2029, up from less than 5% today, according to its Market Guide for AI SRE Tooling, 2026. I…
Developer 0xSero released model-toolkit, a GitHub repository of standalone Python tools for evaluating, observing, pruning, and quantizing language models, drawn from the REAP and EXL3 experiments including the GLM-5.3 f…
A developer ran four text-analysis trials on the AIDBDeveloper platform to measure how small workflow design choices affect token usage, caching, and cost across several thousand API requests and millions of tokens. The …