MLOps news and analysis on Web Pulse: 3395 curated articles tracking the latest MLOps developments, tools, and research, updated continuously from vetted sources.
Edge0, an open-source framework posted to arXiv on September 16, 2026, reports running a 4-bit Qwen3.6-35B-A3B mixture-of-experts model at 20.4 tokens per second inside 2.9 GiB of peak active memory on a 24 GB Mac mini b…
Polars released its query profiler for open source users for free, enabling profiling via a single line, `pl.Config.enable_monitoring()`, after installing `polars_cloud`. The profiler hooks into the streaming engine, sen…
SigNoz published a guide for monitoring self-hosted SGLang inference servers by sending Prometheus metrics and OpenTelemetry request traces to its observability platform. The setup requires launching SGLang with the --en…
EnCharge AI posted an on-site AI Software Engineer, Agent Harness role in Bengaluru, Karnataka, with remote-friendly options across India, seeking 10+ years of software engineering experience in backend systems or ML inf…
Field AI is hiring a Robotics Autonomy Engineer - Perception for an on-site role in Irvine, CA, to lead development of the perception stack for robots operating in unstructured terrains under the company's federal autono…
Okta posted a Staff Fullstack Engineer role on its SecureAI team in Toronto, Ontario, paying CAD 160,000–220,000 per year plus equity, to build what Okta calls the industry's first Identity Security Fabric for the agenti…
The open-source terminal tool llmfit has attracted more than 34,000 GitHub stars for pre-flight checking local AI models against a machine's RAM, VRAM, and backend before download. llmfit detects hardware via nvidia-smi,…
A security analysis outlines seven entry points in the AI supply chain that typical security reviews miss, including malicious pickle model files, backdoored weights, training-data poisoning, compromised ML dependencies,…
A developer has published a pedagogical walkthrough of incrementally porting HPCCG, a Conjugate Gradient mini-application from the Mantevo project, from CPU to CUDA. Profiling a 100^3 problem showed the sparse matrix-vec…
A developer benchmarked llama.cpp serving Google's Gemma 4 E2B Q4_0 GGUF on a single laptop, comparing CPU-only inference against the machine's 4 GB GTX 1650 Ti Max-Q, with the two arms differing only by the -ngl flag. T…
A developer running 84 containers across two servers as a one-person company described a self-healing setup built from three bash scripts totaling just over a thousand lines, designed to handle infrastructure failures th…
Spotify detailed four quality and reliability problems it faced as AI accelerated its engineering velocity, including a June 24 content-ingestion incident where a scheduling bug cut throughput by about 10% and delayed ep…
Vercel has made AI Gateway Budgets generally available, a spend-cap feature that lets teams set dollar limits at the team, project, API-key, or individual-teammate level and rejects requests with an HTTP 402 once a limit…
NVIDIA's Resiliency Extension (NVRx) can be integrated into PyTorch Fully Sharded Data Parallel training on Amazon Elastic Kubernetes Service to cut idle GPU time, with synchronous checkpointing consuming up to 40% of to…
An open-source project called Friday launched as a self-hosted persistent memory layer for AI coding agents, connecting to tools such as Cursor, Claude, Copilot, and VS Code through the Model Context Protocol (MCP). Frid…
A developer detailed the "rubber stamp effect," a systemic failure in which AI code reviewers trained on mostly trivial diffs learn to approve changes with generic comments like "LGTM" while missing real defects. The wri…
Microsoft has open-sourced TauGrid, a cloud-native platform for managing, scheduling, and monitoring AI workloads on GPU-enabled Kubernetes clusters, per the company's Azure blog. TauGrid bundles a `tau` CLI with Kueue f…
A lead developer at a major Latin American fintech describes a framework for organizing ephemeral, mixed human-AI teams to speed software delivery. The developer argues the main barrier to AI-assisted development is orga…
A developer has released Shipping Floor, an open-source example repo that demonstrates an agentic software factory capable of automatically rolling back a bad change without human intervention. The project uses three AI …
A developer outlined a method for automating WhatsApp Business API replies using n8n and retrieval-augmented generation, connecting an LLM node to a vector database to ground responses in verified FAQ documents. The work…