MLOps news and analysis on Web Pulse: 3310 curated articles tracking the latest MLOps developments, tools, and research, updated continuously from vetted sources.
Kubernetes support for running nodes with swap enabled reached General Availability in v1.34, and benchmarking across three workloads found pod density gains of up to 3× when swap is backed by fast NVMe SSDs, according t…
A solo developer released ragleap-terraform v0.1.0, a Terraform module that provisions a local kind Kubernetes cluster and installs the ragleap-observability Helm chart, verified by applying and destroying it on a real D…
A practitioner at Imversion Technologies Pvt Ltd outlined a layered approach to controlling costs in production AI agents, arguing that a single spending cap is insufficient. The method combines token, model-call, tool-c…
Karmendra Pandey, a Practice Architect in AI & ML at TEKsystems, has published a five-gate audit for reviewing machine learning designs before they ship, covering data provenance and leakage, decision-cost alignment, lat…
Researchers introduced KCoral, a lightweight benchmark server that decouples GPU execution from AI agent loops so many agents can share a small pool of GPUs. KCoral uses an atomic HTTP protocol with four operations — upl…
A developer published a tier-by-tier breakdown of which large language models fit on 8GB, 16GB, 24GB, 48GB and 80GB of GPU VRAM, assuming standard 4-bit (Q4_K_M) quantization with moderate context headroom. The guide rep…
A developer building Pryzm Memory, a remote Model Context Protocol (MCP) server, demonstrated how connecting multiple AI assistants to a single shared memory endpoint lets context saved in one assistant be retrieved by a…
A developer has published a production playbook for hardening Model Context Protocol (MCP) servers against prompt injection and tool abuse in .NET, arguing that server-side policy enforcement beats client-side sanitizati…
A developer analysis argues that AI coding assistants like Cursor, Claude, and GitHub Copilot are driving up CI/CD costs under per-build-minute pricing, citing a 20-developer team running roughly 25,000 build minutes per…
A developer tested how json-repair handles truncated LLM JSON output by cutting five sample JSON responses at every possible position, producing 853 truncated strings. While json.loads raised errors on all 853, json-repa…
A developer added a per-site monthly AI spend cap (default $50) to the API server of AIO Helper, a SEO analysis SaaS, so that requests whose estimated cost exceeds the remaining budget are blocked before the AI API is ca…
A developer released query-inspector, a Claude Code plugin that extracts SQL and ORM queries from a project's source and flags missing indexes, N+1 problems and anti-patterns before a commit rather than in production. Th…
A developer published a defensive gating playbook for AI agent systems, proposing a policy function that runs before every consequential tool invocation and returns allow, confirm, or block verdicts. The approach combine…
A developer's cost model shows that self-hosting an open-weight LLM is dominated by GPU utilization rather than hardware price, with continuous batching and realistic token mixes moving cost per million tokens by more th…
A developer argues that workflow telemetry—assigning every AI automation task a state, timestamp, owner, input, output, and failure reason—turns opaque automation into an accountable operating system. The approach tracks…
A developer built Rewind, a counterfactual replay layer on top of Burr, an open-source state machine framework for LLM agent pipelines, that forks a completed run at any step, changes one input, and replays only downstre…
Google Mandiant's latest enterprise AI security report documents a single runaway agent that accumulated a $50,000 cloud bill, illustrating how agentic systems that loop on tool calls, retry failed API requests, or spawn…
MotherDuck detailed five analytics use cases for Jev, a decision model it says classified 100,000 complaints in 82 seconds — about 30 times faster than gpt-5-nano and at roughly 1% of a frontier model's cost. Jev returns…
A team migrated an alerting system that has handled 45 million messages onto its main platform in a single maintenance window, using Claude Code to execute a 61-step runbook, with 28 steps marked GO for production writes…
T version 0.55.5 "L'Ultime combat" has been released, offering a hermetic dependency graph that orchestrates Julia, Python, and R pipelines through Nix and passes DataFrames between nodes via Apache Arrow IPC. The tool, …