Prometheus

Evidence (9)

• 5InfoQ·9/29/2026open_source
  Adobe Shares Safer Self-Service GPU Metrics for Kubernetes Teams

  Adobe engineers described an open-source approach that lets teams access their own Prometheus metrics in multi-tenant Kubernetes environments without seeing other teams' shared data. The method is aimed at improving self-service observability while preserving tenant isolation.

• 7The New Stack·9/25/2026research
  OpenTelemetry and Prometheus Interoperability Improves, but Gaps Remain

  A new 2026 survey reports that OpenTelemetry and Prometheus are working together more smoothly in cloud-native observability, with fewer users saying the tools are hard to use in combination. The report also highlights ongoing migration and operational benefits from OpenTelemetry adoption, including Atlassian’s move of metrics collection for about 100,000 hosts and lower CPU and sidecar costs. However, respondents still want better alignment in data models, metadata handling, and naming conventions.

• 5InfoQ·9/25/2026open_source
  Grafana Converts Cypress Test Results Into Persistent Metrics

  Grafana Labs outlined a practical method for turning Cypress test results into Prometheus metrics and sending them to Grafana Cloud. The approach makes test outcomes persistable and easier to monitor alongside other observability data.

• 4Hacker News·9/19/2026research
  Grant Sanderson argues for rewarding mathematical explanations

  In a guest post on Terence Tao’s blog, Grant Sanderson argues that mathematics should value motivated explanations more explicitly, not just proofs. He says this would better reflect how mathematicians actually build understanding and help the public see what researchers contribute beyond generating proofs.

• 7The New Stack·9/18/2026framework_update
  Kubernetes Pushes Deeper Into AI Inference and Storage Hardening

  This roundup highlights growing use of Kubernetes for production AI inference, including a new KubeCon track focused on AI Inference + Agentic systems. It also covers Kubernetes v1.37 storage security additions, plus a CNCF case study showing China Merchants Bank improved AI resource utilization and cut token-processing costs using Kubernetes-based cloud-native tooling.

• 3Hacker News·9/17/2026research
  Writing with LLMs as Copyeditors

  Thomas Ptacek argues that LLMs should be used as copyeditors rather than writing assistants, recommending that writers never use a phrase an LLM directly suggests. He says he uses LLMs for fact-checking, spelling, grammar, and occasional thesaurus help, while avoiding LLM-generated wording in final prose.

• 7The New Stack·8/22/2026security
  Six identity controls for securing autonomous AI agents

  The article argues that autonomous AI agents require identity and access controls beyond traditional human or service-account IAM. It outlines six capabilities for production use, including verifiable agent identities, short-lived credentials, and continuous Zero Trust governance.

• 4Hacker News·6/28/2026research
  Inside the Space Shuttle's I/O Processor Circuit Boards

  This article examines circuit boards from the Space Shuttle's I/O Processor, which linked the shuttle's main computers to onboard systems and sensors. It explains the processor's unusual multi-threaded architecture, its network interface cards, and the microcode stored in fuse-based PROMs.

• 5Hugging Face Blog·5/11/2026research
  AWS building blocks for foundation model training and inference

  This Hugging Face Blog article introduces a layered architecture for foundation model training and inference on AWS, spanning compute, networking, storage, orchestration, and observability. It frames the modern model lifecycle across pre-training, post-training, and inference, and maps common open-source tools to the AWS infrastructure needed to run them at scale.