MLOps news and analysis on Web Pulse: 1328 curated articles tracking the latest MLOps developments, tools, and research, updated continuously from vetted sources.
QAInsights published a guide on performance testing RAG applications, covering speed and correctness testing integrated into CI/CD pipelines to catch regressions.
A developer argues that 88% of AI agent pilots fail not due to model limitations but because of an infrastructure readiness gap, specifically the lack of a unified control plane for governance, observability, and cross-r…
A new framework called the Agent Harness redefines production agents by prioritizing runtime control over prompt engineering. The harness manages context assembly, tool exposure, permission checks, loop control, and trac…
DiagnosticPro migrated its live product from Firebase, Firestore, GCP, and Vertex AI to a single self-hosted VPS. Before flipping DNS, an adversarial readiness audit revealed that the new database was missing nine column…
AI-related hiring in India's IT sector rose 16% year-on-year in June 2026 while overall IT job postings fell 3%, according to Naukri's JobSpeak report. Across 14 industries, AI and machine-learning roles grew 25%, with i…
A developer retiring from a project built a complete skill library under `.claude/skills/` to enable junior and mid-level engineers, as well as smaller AI models, to debug, extend, validate, and advance the project witho…
A developer reflects on how software development has transformed over the past decade, with faster time-to-market, AI integration, and broader priorities, while asserting that core engineering principles like code readab…
Kubernetes rightsizing matches pod resource requests to actual usage, closing an overprovisioning gap where 69% of requested CPU goes unused, according to the 2026 Cast AI report. A five-step workflow—Observe, Set Reques…
A new directory catalogs tools and methods for improving the reliability of LLM agents, covering model selection, structured outputs, runtime repair, guardrails, observability, and evaluation. The guide highlights tools …
Mastra AI argues that model routers require rigorous testing beyond simple model selection, introducing scorers, datasets, and experiments to validate routing decisions across quality, cost, speed, and safety axes. The c…
Hostinger released a tutorial for its Hermes Agent, an AI-powered DevOps tool that automates deployment monitoring, pull request reviews, and cloud infrastructure management. The tutorial includes Docker Compose configur…
OpsVeritas built AI Agents Control Tower, a platform that tracks per-execution cost in USD for AI agents, addressing the cost compounding problem where agents silently accumulate token spend through context bloat, retry …
PagerDuty launched AI Orchestrations, a new capability that analyzes historical incident data to automatically generate ready-to-apply event orchestration rules, aiming to reduce alert fatigue and toil. The tool surfaces…
A developer built DevMentor, an AI-powered platform with a Voice-to-Pull Request pipeline that automates the entire software engineering lifecycle. The system converts voice commands into structured tasks, generates code…
An engineer argues that AI features require a metrics baseline—a small set of before-and-after measurements—to determine if a workflow is improving, degrading, or just costing more. The baseline should track cost per suc…
Autonomous AI engineer agents are industrializing inefficient infrastructure patterns at scale because their specifications lack sustainability constraints, leading to over-provisioned clusters and oversized container co…
A developer describes how combining shift-left testing with machine learning can predict where bugs will appear before code is merged. By analyzing historical defect data and commit-level features such as code churn, own…
Researchers introduced HASTE, a hierarchical multi-agent system that organizes cross-competition knowledge into three scope tiers to improve transfer efficiency in ML engineering. In tests on the MLE-Bench Lite benchmark…
A developer designed a scalable audio transcription pipeline using Faster-Whisper, a highly optimized implementation of OpenAI's Whisper model. The pipeline focuses on high-throughput GPU inference, batch processing, and…
A developer built a retrieval-augmented generation (RAG) knowledge base using Amazon Bedrock, Aurora PostgreSQL with pgvector, and Terraform, all synced automatically from a Git repository via GitHub Actions. The system …