MLOps news and analysis on Web Pulse: 3506 curated articles tracking the latest MLOps developments, tools, and research, updated continuously from vetted sources.
Enterprise architecture governance is evolving toward 'architecture-as-code,' where architectural standards and constraints become machine-readable artifacts that can be versioned, tested, and continuously enforced in th…
A wealth management assistant's evaluation suite focused on tool routing rather than answer correctness, allowing bugs to reach users. Adding answer-level evals with a three-layer pass criterion caught inconsistencies th…
A new guide details how to monitor LLM inference in production using Prometheus and Grafana, covering metrics like tokens/sec, queue duration, and KV cache pressure for servers such as vLLM, TGI, and llama.cpp. The guide…
A developer wasted $43 rebuilding a Vectorize index in-place, causing silent degradation that triggered costly LLM fallbacks. Switching to a Blue/Green deployment strategy reduced costs to $5.50 and eliminated downtime. …
LLMKube has introduced a new cluster-scoped CRD, AgentRelease, and a self-update path to make fleets of self-hosted LLM agents trustworthy. The system allows safe, automated updates with atomic symlink swaps and SHA-256 …
A developer building an agent-based project describes a pragmatic approach to guardrails: each check in the toolchain was added only after a real failure occurred, not designed upfront. The method, illustrated by a gloss…
A developer built Trainsafe, an open-source tool that monitors language model fine-tuning in real time, after a training run on Arabic unexpectedly produced Chinese outputs. The tool plugs into HuggingFace or TRL pipelin…
AI systems require different monitoring metrics than traditional web services, as latency, cost, and silent failures behave differently in LLMs. Metrics should be grouped by five key questions: speed, scalability, correc…
A developer automated the deployment of Gemma 4 26B on Proxmox VE using Terraform and Ansible, enabling hardware acceleration via AMD iGPU passthrough. The setup includes Ollama and Open-WebUI, with a workaround for unsu…
A developer warns that AI agents often fail not because of the model but due to undefined success criteria. The developer recommends a structured evaluation process with regression testing, tracking metrics like tool sel…
A developer built Lynkr, a self-hosted LLM gateway, to reduce costs in Microsoft Agent Framework workloads. The gateway adds semantic caching, response compression, and model tiering to cut token usage from multi-agent w…
A developer exploring Agentic AI unexpectedly deepened their software engineering skills, picking up Docker, GitHub Actions, Git best practices, and deployment workflows. The journey, which started with LangGraph, led to…
An engineer built a multi-region AI code review system achieving 99.9% uptime by focusing on latency budgets, regional failover, and cost optimization. The system routes requests to models like DeepSeek V4 Flash and Qwen…
A developer transformed a simple web app called SystemCraft into a production-style platform by adopting Docker, Kubernetes, Helm, ArgoCD, Prometheus, and security scanning with Trivy. The project evolved from a system d…
Meera, a GenAI engineer at AcmeAI, addresses prompt regression risks by implementing evaluation gates with LangSmith, building a routing benchmark dataset and correctness evaluator to catch silent failures before deploym…
OpenDevOps, an open-source multi-cloud DevOps agent for AWS and Azure, was released, enabling incident investigation with any LLM via LiteLLM. In benchmarks, it found root causes for 9 out of 10 incidents in about 52 sec…
GEDD is a new open-source framework that enables domain experts to systematically review AI agent behavior and convert their observations into automated evaluation criteria. The tool provides a web-based workflow for def…
TensorZero, an open-source LLMOps platform used by Fortune 10 companies, archived its GitHub repository on June 12, 2026, after failing to achieve commercial product-market fit. The founders returned unused capital to in…
Meera, a GenAI engineer at AcmeAI, builds a customer-support agent using LangGraph that leadership loves, but risk head Sanjay halts the launch with demands for replayable interactions, tamper-evident audit logs, and reg…
A developer recounts a $47,000 mistake from vendor lock-in after an 18-month contract with an unnamed API provider that now requires a costly migration. The developer's fractional CTO audit framework identifies hidden co…