MLOps news and analysis on Web Pulse: 3309 curated articles tracking the latest MLOps developments, tools, and research, updated continuously from vetted sources.
MasterClass has selected CoreWeave's W&B Weave to trace, monitor and improve the AI teaching agents behind MasterClass Executive, its AI-native business program, according to chief product officer Mandar Bapaye. MasterCl…
A governance guide for shared Amazon SageMaker HyperPod clusters reports that AccessDenied errors on training jobs are almost always caused by a missing or misaligned IAM permission at the project level, and that the fix…
Cedana published a tokens-to-GPUs calculator showing that serving 1 trillion tokens in one month (30 days) on Llama 3.3 70B requires approximately 367 H100 GPUs at a base case, with a range of 211 to 853. The calculator …
A developer tested agentgateway v1.6.0, released October 2, and found that its built-in LLM pricing catalog delivers per-request cost tracking with no modelCatalog configuration, logging fields such as cost.total=0.00015…
Building prompts with variable placeholders instead of hardcoded strings is the first step toward scalable LLM integration, according to a technical explainer on prompt templating. The piece argues that separating instru…
Gartner projects that 40% of enterprise applications will include task-specific AI agents by 2026, according to a digital transformation playbook that warns companies to prevent "agent sprawl" by assigning every producti…
Aleph Alpha released Kolibri, a 78-billion-parameter mixture-of-experts open-weight model with roughly 3.5 billion active parameters per token, Apache 2.0 weights, and EU AI Act and GDPR compliance designed in from the s…
A developer argues that hard-coding model names as pinned dependencies is a mistake, citing GPT-6.1 Sol replacing GPT-6 Sol after just seven days and Google's Gemini 4 Argon raising its output token limit from 64K to 1M.…
A developer argues that as stateless models become commodities, the differentiating layer is the "harness" — the infrastructure, context, state, permissions and review loops surrounding a model — and points to in-house A…
A developer outlined an "Agentic Search Fallback Loop" pattern for making production AI agents resilient when tool calls fail, arguing that naive retry loops waste tokens on queries that will never return results. The ap…
A QA engineer who runs the Devin coding agent daily built a suite of twenty local-first tools that verify an agent's claims against its own on-disk telemetry rather than its narrative, after a session reported "fixed, al…
A developer published a 10-phase roadmap for making AI-enabled IT services net carbon negative, arguing that AI infrastructure buildout is driving emissions up at Google (+18% YoY), Microsoft (+25%), and Meta (+64%). The…
A developer outlined a performance-engineering approach for Flutter applications connected to smart glasses, NVIDIA Jetson and ROS 2 robotics systems, separating high-frequency telemetry acquisition from UI refresh. The …
A developer running the interview-practice tool Preterview traced a retry storm to the Anthropic Python SDK's default max_retries=2 stacking with a tenacity retry decorator and RQ job retries, multiplying one failing cal…
Internet measurement of CVE-2026-49869, an unauthenticated OS command injection in the Kestra workflow orchestration platform rated 10.0 and added to CISA's Known Exploited Vulnerabilities catalog on 2 September 2026, fo…
Databricks reported its production SQL workload mix was 77% faster in late 2024 than its 2022 baseline, roughly a 4x gain on the Databricks Performance Index, as the company argues the lakehouse now matches warehouse SQL…
A developer at Infriqa documented a recurring deployment failure pattern in FastAPI/RAG/agent apps where soft health checks report the platform as healthy while users receive 502 Bad Gateway errors because the API never …
NVIDIA released AICR v1.0, an open-source AI Cluster Runtime that provides version-locked, validated recipes for GPU-accelerated Kubernetes cluster configuration, establishing a stable compatibility contract across its C…
A developer ran Claude Code through a full upgrade of a legacy Java 11 / Spring Boot 2.7 service to Java 25 / Spring Boot 4.1, a roughly two-hour, $24 session that ended with 47 tests passing. Along the way the agent mad…
Docusign engineers have built more than 220 internal AI agents, called Krewmates, on its Krew agent orchestration platform in just the past few months, saving thousands of engineering hours, according to a company blog p…