data ops
30 articles about data ops in AI news
AWS DevOps Agent Exits Preview with Datadog MCP Integration, Claiming 75% MTTR Reduction
AWS and Datadog announced production-ready autonomous incident resolution on March 31, 2026, as AWS DevOps Agent exited preview with native Datadog MCP Server integration. The combination lets the agent autonomously pull logs, metrics, and traces from Datadog, correlate them with CloudWatch and depl
xyOps Launches Self-Hosted AI Workflow Orchestration Platform
A new platform, xyOps, has launched as a self-hosted, open-source workflow orchestrator. It aims to connect AI/ML automation jobs to external tools and data sources, positioning itself against cloud-centric platforms.
ServiceNow Research Launches EnterpriseOps-Gym: A 512-Tool Benchmark for Testing Agentic Planning in Enterprise Environments
ServiceNow Research and Mila have released EnterpriseOps-Gym, a high-fidelity benchmark with 164 database tables and 512 tools across eight domains to evaluate LLM agents on long-horizon enterprise workflows.
Big Four AI Capex Tops $1.1T; $745B More Due in 2026
Big four hyperscalers spent $1.1T on AI infrastructure since 2023, with $745B more in 2026. Hidden debt tops $1.65T.
China's 14nm AI Chip Hits 520 TFLOPS Via Architecture, Not Shrink
China's 14nm AI chip claims 520 TFLOPS and 6.4TB/s bandwidth via software-defined and 3D near-memory architecture, bypassing advanced node restrictions.
How to Build Safer DevOps Workflows with Claude Code, MCP, Hooks, and Memory
Claude Code hooks, MCP servers, and memory create self-regulating DevOps workflows. Use Bash hooks to block dangerous commands and memory to persist safety rules.
Claude Code Tops JetBrains' New Kotlin Benchmark with 85.7% Resolution
Claude Code with Opus 4.7 xhigh tops JetBrains' Kotlin Benchmark at 85.7%. Configure your CLAUDE.md with Kotlin conventions and use `--model opus-4.7-xhigh` to match this performance.
Hermès Tops List of Luxury Brands in AI Search – WWD Report
WWD reports Hermès tops luxury brands in AI search visibility. A separate study warns LLMs misinterpret luxury brands, reducing their AI presence. This dual finding underscores the need for luxury houses to optimize for AI-driven discovery.
Estonian Institute: Claude Tops Russian Propaganda Benchmark, Mistral Trails
Estonian Language Institute benchmark tests 60 AI models vs Russian propaganda. Claude tops, Mistral trails with 36.67% misinformation rate.
Spirit AI Tops RoboArena, Beats Nvidia and Physical Intelligence
Spirit AI tops RoboArena benchmark at GTC Taipei 2026, beating Nvidia and Physical Intelligence, marking China's rise in embodied AI.
GPT-5.5 Tops Benchmarks, Costs 2x API Price, Still Hallucinates
OpenAI launched GPT-5.5, an agentic model that tops Terminal-Bench 2.0 at 82.7% and surpasses Claude Opus 4.7 and Gemini 3.1 Pro on coding and math. However, independent testing shows higher hallucination rates and effective API costs 20% above GPT-5.4 despite doubled token prices.
VMLOps Publishes NLP Engineer System Design Interview Guide
VMLOps has published 'The NLP Engineer's System Design Interview Guide,' a detailed resource covering architecture, scaling, and trade-offs for real-world NLP systems. It provides a structured framework for both interviewers and candidates.
From MLOps to AgentOps: A Vision for AI Production in 2026
A forward-looking article argues that by 2026, AI systems will be complex, multi-agent software requiring a new operational discipline called 'AgentOps'. This evolution from MLOps is necessary to manage reliability, safety, and cost at scale.
VMLOps Publishes 2026 AI Engineer Roadmap for Software Engineers
VMLOps published a comprehensive 2026 roadmap detailing the skills and knowledge software engineers need to transition into AI engineering. The guide reflects the current industry demand for engineers who can build and deploy production AI systems.
Laid-Off Engineer Open-Sources AI Job Search System 'career-ops'
A developer created 'career-ops'—an open-source AI job search system that evaluates job offers, generates tailored application materials, and filters opportunities. The tool uses Claude Code to process job descriptions against a user's CV and has gained 8.2k GitHub stars.
GOLF.AI Launches 24/7 AI Concierge Agent for Golf Pro Shops, Voiced by Nick Faldo
GOLF.AI has introduced the GOLF.AI CONCIERGE Agent, an AI-powered voice assistant designed to serve as the primary contact for golf pro shops. It manages tee time bookings and answers customer queries around the clock, utilizing a licensed voice model of six-time major champion Sir Nick Faldo.
VMLOps Launches Free 230+ Lesson AI Engineering Course with Production-Ready Tool Portfolio
VMLOps has launched a free, hands-on AI engineering course spanning 20 phases and 230+ lessons. It uniquely culminates in students building a portfolio of usable tools, agents, and MCP servers, not just theoretical knowledge.
VMLOps Publishes Comprehensive RAG Techniques Catalog: 34 Methods for Retrieval-Augmented Generation
VMLOps has released a structured catalog documenting 34 distinct techniques for improving Retrieval-Augmented Generation (RAG) systems. The resource provides practitioners with a systematic reference for optimizing retrieval, generation, and hybrid pipelines.
I Built a Self-Healing MLOps Platform That Pages Itself. Here is What Happened When It Did.
A technical article details the creation of an autonomous MLOps platform for fraud detection. It self-monitors for model drift, scores live transactions, and triggers its own incident response, paging engineers only when necessary. This represents a significant leap towards fully automated, resilient AI operations.
VMLOps Publishes Free GitHub Repository with 300+ AI/ML Engineer Interview Questions
VMLOps has released a comprehensive, free GitHub repository containing over 300 Q&As covering LLM fundamentals, RAG, fine-tuning, and system design for AI engineering roles.
Topsort Launches Tomi, an AI Agent to Automate Retail Media Campaigns
Adtech firm Topsort has launched Tomi, an AI agent designed to autonomously manage retail media campaign operations. This represents a direct application of agentic AI to automate planning, execution, and optimization in a high-value retail domain.
The Self-Healing MLOps Blueprint: Building a Production-Ready Fraud Detection Platform
Part 3 of a technical series details a production-inspired fraud detection platform PoC built with self-healing MLOps principles. This demonstrates how automated monitoring and remediation can maintain AI system reliability in real-world scenarios.
Kimi K3 Tops US Models in Front-End Coding at Smaller Scale
Moonshot AI's K3 tops US models in front-end coding at 89.2% on SWE-bench while being smaller and cheaper to train.
CoreWeave Tops Kimi K2.6 Inference Speed
CoreWeave tops 10 other providers on speed and price-performance for Moonshot AI's Kimi K2.6 in Artificial Analysis benchmark.
MLOps in Production: The Hard Parts Nobody Ships With
A Medium post argues training ML models is the easy part; production deployment reveals data drift, monitoring gaps, and infrastructure debt that most tutorials skip.
New Balance Cameron Brink Collection Drops After WNBA All-Star Weekend
New Balance revealed a new Cameron Brink collection at WNBA All-Star Weekend, releasing soon. Expands brand's women's basketball push.
Meta Expands Hyperion to 5GW, Louisiana Tab Tops $50B
Meta expanded Hyperion to 5GW, pushing Louisiana investment past $50B with $1B in local infrastructure, per Tom's Hardware.
Soofi S 30B-A3B: German open model tops English, German benchmarks
German consortium releases Soofi S 30B-A3B, an open MoE model beating OLMo 3 and Apertus 70B on English and German benchmarks while activating only 3.2B of 31.6B parameters.
Stop Prompting Claude. Start Building Loops: Loop Engineering Explained
Loop engineering is the new paradigm: Claude Code's /goal command and CLAUDE.md let you encode autonomous workflows. Build verification layers and skill files to ship code without being in the loop.
Sabicap Develops Brain Wearable to Decode Imagined Speech into Text
Sabicap is developing a brain wearable with tens of thousands of sensors to decode imagined speech into text. The company, backed by Vinod Khosla, aims to create a system that works across users with minimal calibration for broad adoption.