data ops
30 articles about data ops in AI news
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.
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.
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.
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.
MiniMax M2.7 Tops Open LLM Leaderboard with 230B Parameter Sparse Model
MiniMax announced its M2.7 model has taken the top spot on the Hugging Face Open LLM Leaderboard. The model uses a sparse mixture-of-experts architecture with 230B total parameters but only activates 10B per token.
AI Tops US Layoff Causes for First Time, Cutting 15,341 Jobs in March
For the first time, AI was the leading cause of US layoffs in March, accounting for 15,341 job cuts or roughly 1 in 4 layoffs. This surpasses traditional drivers like restructuring or economic conditions.
VMLOPS's 'Basics' Repository Hits 98k Stars as AI Engineers Seek Foundational Systems Knowledge
A viral GitHub repository aggregating foundational resources for distributed systems, latency, and security has reached 98,000 stars. It addresses a widespread gap in formal AI and ML engineering education, where critical production skills are often learned reactively during outages.
Japanese Team Develops Cardboard Drone Flying at 120 km/h, Assembled in 5 Minutes for Swarm Applications
Researchers in Japan have demonstrated a functional drone constructed entirely from cardboard, capable of 120 km/h flight and 5-minute assembly. The design enables mass production in standard cardboard factories, targeting low-cost, disposable swarm operations.
Research: Cheaper Reasoning Models Can Cost 3x More Due to Higher Error Rates and Retry Loops
New research indicates that selecting AI models based solely on per-token pricing can be a false economy. Models with lower accuracy often require multiple expensive retries, ultimately increasing total costs by up to 300%.
LangGraph vs Temporal for AI Agents: Durable Execution Architecture Beyond For Loops
A technical comparison of LangGraph and Temporal for orchestrating durable, long-running AI agent workflows. This matters for retail AI teams building reliable, complex automation pipelines.
MiniMax M2.7 Achieves 30% Internal Benchmark Gain via Self-Improvement Loops, Ties Gemini 3.1 on MLE Bench Lite
MiniMax had its M2.7 model run 100+ autonomous development cycles—analyzing failures, modifying code, and evaluating changes—resulting in a 30% performance improvement. The model now handles 30-50% of the research workflow and tied Gemini 3.1 in ML competition trials.
DevOpsiphai: Audit Your Project's Production Health in One Claude Code Command
A new Claude Code skill that automatically audits your project's operational readiness across five critical questions, generating actionable checklists.
AgentOps: The Missing Layer That Makes Enterprise AI Safe, Reliable & Scalable
A practical architecture framework for bringing safety, governance, and reliability to enterprise AI agents, based on real deployments. This addresses the critical gap between building agents and operating them at scale in business environments.
Agentick Benchmark: GPT-5 Mini Tops at 0.309, No Agent Paradigm Dominates
Agentick benchmark evaluates RL, LLM, VLM, and hybrid agents on 37 tasks. GPT-5 mini leads at 0.309 ONS, but no paradigm dominates. ASCII beats natural language.
Mystery 'Elephant Alpha' 100B Model Tops OpenRouter Leaderboard
An unidentified 100B-parameter AI model named 'Elephant Alpha' has appeared at the top of OpenRouter's performance leaderboard without any announcement or model card, beating several established paid models.
Unidentified AI Model Tops Seedance 2.0 on Artificial Analysis
An unidentified AI model has outperformed the well-regarded Seedance 2.0 on the Artificial Analysis benchmark. The developer remains unknown, sparking speculation about a new entrant in the crowded model landscape.
MetaClaw Enables Deployed LLM Agents to Learn Continuously with Fast & Slow Loops
MetaClaw introduces a two-loop system allowing production LLM agents to learn from failures in real-time via a fast skill-writing loop and update their core model later in a slow training loop, boosting accuracy by up to 32% relative.
Anthropic Captures 73% of Enterprise AI Spend, OpenAI Drops to 26% According to Industry Survey
A survey of enterprise AI spending shows a dramatic shift, with Anthropic now commanding 73% of budget allocation compared to OpenAI's 26%. This represents a near-total reversal from OpenAI's previous market dominance.