MLOps news and analysis on Web Pulse: 3328 curated articles tracking the latest MLOps developments, tools, and research, updated continuously from vetted sources.
LLM gateway budget caps such as LiteLLM's max_budget setting fail to enforce spending because they are implemented as advisory checks rather than reservations, according to a technical analysis of the LiteLLM proxy's pub…
A September 24, 2026 arXiv paper studying production traces from two companies found that 14 eviction algorithms tested for LLM prefix caching deliver little benefit over LRU despite a large gap to Belady, because prefix…
A developer built CloudGrip, an open-source, self-hosted circuit-breaker proxy that sits between applications and LLM providers to enforce hard spending caps and halt runaway agent loops before they drain API budgets. Bu…
A developer built Jancera/skills, a set of skills and subagents for Google Antigravity that keeps a human in the loop on multi-agent coding work by auto-approving read-only commands, sandboxing implementation agents at t…
Modal made its multi-node GPU clusters generally available on October 1st, letting developers request coordinated GPU capacity with the Python decorator @modal.clustered(size=4, rdma=True) instead of assembling a cluster…
A developer documented running two unlocked NVIDIA CMP 170HX mining cards (GA100, A100-class) for LLM inference on a single AMD EPYC 7443 / ASRock Rack ROMED8-2T host, unlocking them to 64 GB and 74 SM and getting cross-…
Plaud, maker of the most popular AI notetaker on the market, moved its metadata layer from MySQL to TiDB after its split MySQL-metadata/S3-content architecture hit roughly 300 million rows, where schema changes required …
A developer outlines a "dense precision" enterprise AI architecture that replaces monolithic data dumps with temporal metadata tagging, cross-encoder reranking, and GraphRAG knowledge graphs. The proposed pipeline applie…
A developer has published a release-gate approach for Python AI packages that inspects the exact registry artifact, traces a cold import, and plants harmless credentials to catch malicious behavior before any feature is …
Developer MadGoatHaz released Crucible LLM, a free, GPL-3.0 terminal-based benchmarking suite written in Rust that stress-tests any OpenAI-compatible inference server and reports per-user throughput rather than aggregate…
Cognition AI Inc. is running always-on training for its Devin coding agent, with head of research Silas Alberti saying the company targets 99.99% reliability because a single failed replica can take down an entire distri…
LangChain has expanded its production agent infrastructure with LangSmith Engine v2, public beta access for Managed Deep Agents, and new governance capabilities. Engine v2, released in September 2026, proactively red-tea…
A developer evaluated speculative decoding in vLLM on AMD Instinct MI300X and MI355X GPUs, testing draft methods including MTP, EAGLE-3, DFlash, and DSpark that propose candidate tokens verified in a single forward pass.…
A developer built the Enterprise Multi-Cloud GenAI RAG Platform, an open-source reference implementation that runs locally without paid model APIs and provides equivalent production deployment paths for AWS and Azure, wi…
A developer outlined a control-loop framework for coding agents that models each engineering episode as a state machine spanning intake, observation, modeling, planning, action, evaluation, and exit. The approach require…
NetApp announced NetApp Novus at its INSIGHT 2026 conference in Las Vegas, a disaggregated storage architecture for AI factories that separates metadata from the data path and that NetApp says is designed to exceed 100 T…
A developer outlined a process for converting AI code-review findings into deterministic guards, requiring that a finding be validated, assigned an owner, reproduced, encoded as an invariant, and proven to catch the defe…
CellaFlow launched as a coordination and durability layer for multi-agent AI systems that lets one agent execute an action while the remaining agents subscribe to an in-memory broadcast channel, resolving 50 identical re…
PayPal migrated its analytics workloads from legacy on-premise Hadoop platforms to Google's Managed Service for Apache Spark, improving processing times for core analytics workloads by 25% and raising SLA adherence by 30…
Uniopen, the digital communication and membership platform from Taiwan's Uni-President Enterprises Group, adapted Amazon Nova 2 Lite to its retail moderation policies using supervised fine-tuning in Amazon SageMaker AI p…