# visibility

Published articles for visibility.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## Cisco and the DISA STIG: Turning Zero Trust Policy into Repeatable Practice - Part 2: Cisco SNA

DevFeed: [Cisco and the DISA STIG: Turning Zero Trust Policy into Repeatable Practice - Part 2: Cisco SNA](<https://devfeed.tech/articles/cisco-and-the-disa-stig-turning-zero-trust-policy-into-repeatable-practice-part-2-cisco-sna-26716.md>)

Original publisher: [Read original article](<https://blogs.cisco.com/industries/cisco-and-the-disa-stig-turning-zero-trust-policy-into-repeatable-practice-part-2-cisco-sna>)

Author: Norman St. Laurent

Published: 2026-09-15T13:13:53Z

Content type: article

Language: en

Sources: [Cisco Blogs](<https://devfeed.tech/sources/cisco-blogs.md>)

Topics: [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [Cisco](<https://devfeed.tech/topics/cisco.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [Zero Trust](<https://devfeed.tech/topics/zero-trust.md>), [vulnerability](<https://devfeed.tech/topics/vulnerability.md>), [Network](<https://devfeed.tech/topics/network.md>)

Tags: [benchmark](<https://devfeed.tech/tags/benchmark.md>), [cisco](<https://devfeed.tech/tags/cisco.md>), [cisco-secure-network-analytics-sna](<https://devfeed.tech/tags/cisco-secure-network-analytics-sna.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [department-of-defense-dod](<https://devfeed.tech/tags/department-of-defense-dod.md>), [government](<https://devfeed.tech/tags/government.md>), [hardening](<https://devfeed.tech/tags/hardening.md>), [industries](<https://devfeed.tech/tags/industries.md>), [nist](<https://devfeed.tech/tags/nist.md>), [public-sector](<https://devfeed.tech/tags/public-sector.md>), [stig](<https://devfeed.tech/tags/stig.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

The article explains how the DISA Security Technical Implementation Guide for Cisco Secure Network Analytics turns Zero Trust policy into testable configuration requirements. The STIG provides a shared hardening baseline for the platform and its management functions, with 31 requirements derived from NIST SP 800-53 and related requirements.

### Source excerpt

Discover how the new DISA STIG for Cisco Secure Network Analytics helps defense organizations securely configure and harden their analytics platform, ensuring trusted network visibility for Zero Trust operations.

## Inside the LLM Call: GenAI Observability with OpenTelemetry

DevFeed: [Inside the LLM Call: GenAI Observability with OpenTelemetry](<https://devfeed.tech/articles/inside-the-llm-call-genai-observability-with-opentelemetry-32572.md>)

Original publisher: [Read original article](<https://opentelemetry.io/blog/2026/genai-observability/>)

Author: OpenTelemetry Authors; Docs CC BY

Published: 2026-09-14T16:56:42Z

Content type: tutorial

Language: en

Sources: [Blog on OpenTelemetry](<https://devfeed.tech/sources/blog-on-opentelemetry.md>)

Topics: [OpenTelemetry](<https://devfeed.tech/topics/opentelemetry.md>), [agent observability](<https://devfeed.tech/topics/agent-observability.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [codex](<https://devfeed.tech/tags/codex.md>), [observability](<https://devfeed.tech/tags/observability.md>), [opentelemetry](<https://devfeed.tech/tags/opentelemetry.md>), [token](<https://devfeed.tech/tags/token.md>), [tool](<https://devfeed.tech/tags/tool.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

This tutorial explains how OpenTelemetry Semantic Conventions for Generative AI record LLM calls, tool invocations, token counts, and related events. It demonstrates exporting telemetry from an LLM-powered application, viewing it with Aspire Dashboard, and considering sensitive-data implications of optional content capture.

### Source excerpt

Your AI agent just took 45 seconds to answer a simple question. Was it the model? A slow tool call? A retry loop? Every time an application calls an LLM, a chain of model calls, tool invocations, and token exchanges happens behind the scenes -- and without observability, you are guessing. The OpenTelemetry Semantic Conventions for Generative AI give you that visibility. They standardize how GenAI operations are recorded -- the model being called, input and output token counts, and when opted in, the full content of prompts, completions, tool calls, and tool results.

## New AI and Kubernetes Private Cloud Operations Capabilities in VMware Cloud Foundation 9.1.1

DevFeed: [New AI and Kubernetes Private Cloud Operations Capabilities in VMware Cloud Foundation 9.1.1](<https://devfeed.tech/articles/new-ai-and-kubernetes-private-cloud-operations-capabilities-in-vmware-cloud-foundation-9-1-1-12806.md>)

Original publisher: [Read original article](<https://blogs.vmware.com/cloud-foundation/2026/09/03/new-ai-and-kubernetes-private-cloud-operations-capabilities-in-vmware-cloud-foundation-9-1-1/>)

Author: vmwareblogs

Published: 2026-09-03T14:00:05Z

Content type: release

Language: en

Sources: [VMware Blogs](<https://devfeed.tech/sources/vmware-blogs.md>)

Topics: [vcf 9.1](<https://devfeed.tech/topics/vcf-9-1.md>), [vcf operations](<https://devfeed.tech/topics/vcf-operations.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Conversational AI](<https://devfeed.tech/topics/conversational-ai.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [private cloud](<https://devfeed.tech/topics/private-cloud.md>), [observability](<https://devfeed.tech/topics/observability.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [cloud-infrastructure](<https://devfeed.tech/tags/cloud-infrastructure.md>), [conversational-ai](<https://devfeed.tech/tags/conversational-ai.md>), [costoptimization](<https://devfeed.tech/tags/costoptimization.md>), [diagnostics](<https://devfeed.tech/tags/diagnostics.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [operations](<https://devfeed.tech/tags/operations.md>), [private-cloud](<https://devfeed.tech/tags/private-cloud.md>), [release](<https://devfeed.tech/tags/release.md>), [security](<https://devfeed.tech/tags/security.md>), [vcf-9-1](<https://devfeed.tech/tags/vcf-9-1.md>), [vcf-management-services](<https://devfeed.tech/tags/vcf-management-services.md>), [vcf-operations](<https://devfeed.tech/tags/vcf-operations.md>), [vcf-operations-for-logs](<https://devfeed.tech/tags/vcf-operations-for-logs.md>), [vcf-operations-for-networks](<https://devfeed.tech/tags/vcf-operations-for-networks.md>), [visibility](<https://devfeed.tech/tags/visibility.md>), [vks](<https://devfeed.tech/tags/vks.md>), [vmware-cloud-foundation](<https://devfeed.tech/tags/vmware-cloud-foundation.md>)

### AI overview

VMware announces new operations capabilities in VMware Cloud Foundation 9.1.1, including expanded visibility, an optional locally configured conversational AI assistant, full-stack Kubernetes observability, and enhanced security operations.

### Source excerpt

We are excited to announce new operations capabilities with the release of VMware Cloud Foundation (VCF) 9.1.1. By expanding visibility capabilities, giving you the option to configure a conversational AI assistant to assist your daily workflows, and hardening security, VCF 9.1.1 helps IT teams resolve issues faster and scale their infrastructure. As private cloud infrastructure ... Continued The post New AI and Kubernetes Private Cloud Operations Capabilities in VMware Cloud Foundation 9.1.1 appeared first on VMware Blogs.

## Internal Developer Platform Golden Paths Guide

DevFeed: [Internal Developer Platform Golden Paths Guide](<https://devfeed.tech/articles/internal-developer-platform-golden-paths-guide-13433.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/internal-developer-platform-golden-paths-guide>)

Author: Rashmi Hegde

Published: 2026-08-25T00:00:00Z

Content type: tutorial

Language: en

Sources: [Harness Blog](<https://devfeed.tech/sources/harness-blog.md>)

Topics: [internal developer platform](<https://devfeed.tech/topics/internal-developer-platform.md>), [Platform Engineering](<https://devfeed.tech/topics/platform-engineering.md>), [Developer Platform](<https://devfeed.tech/topics/developer-platform.md>), [Template](<https://devfeed.tech/topics/template.md>)

Tags: [catalog](<https://devfeed.tech/tags/catalog.md>), [guide](<https://devfeed.tech/tags/guide.md>), [internal-developer-platform](<https://devfeed.tech/tags/internal-developer-platform.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [productivity](<https://devfeed.tech/tags/productivity.md>), [self-service](<https://devfeed.tech/tags/self-service.md>), [visibility](<https://devfeed.tech/tags/visibility.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

This guide explains how platform engineers can evolve an internal developer platform from a basic service catalog into maintained golden paths. It describes opinionated workflows, self-service capabilities, and embedded operational practices intended to improve developer adoption, speed, and reliability.

### Source excerpt

Transform your service catalog into golden paths that developers love. Build an IDP that boosts productivity. Learn more. | Blog

## Increasing AI-Assisted Coding Throughput Without Losing Technical Judgment

DevFeed: [Increasing AI-Assisted Coding Throughput Without Losing Technical Judgment](<https://devfeed.tech/articles/don-t-become-a-proxy-between-ai-and-code-28463.md>)

Original publisher: [Read original article](<https://strategizeyourcareer.com/p/ai-assisted-software-engineering-skills>)

Author: Fran Soto

Published: 2026-08-23T04:01:03Z

Content type: opinion

Language: en

Sources: [Strategize Your Career](<https://devfeed.tech/sources/strategize-your-career.md>)

Topics: [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [coding](<https://devfeed.tech/topics/coding.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Software](<https://devfeed.tech/topics/software.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-assisted-coding](<https://devfeed.tech/tags/ai-assisted-coding.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [coding](<https://devfeed.tech/tags/coding.md>), [process](<https://devfeed.tech/tags/process.md>), [software](<https://devfeed.tech/tags/software.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

This article examines how AI-assisted software engineering can increase coding throughput while reducing an engineer's visibility into planning, implementation, testing, deployment, and review. It argues that engineers must maintain technical judgment by defining goals and architectural constraints while also understanding and optimizing the processes used by AI agents.

### Source excerpt

A zoom-in, zoom-out system for increasing AI-assisted coding throughput without losing the technical judgment needed to improve it

## One audit trail for every coding agent, and what it proves

DevFeed: [One audit trail for every coding agent, and what it proves](<https://devfeed.tech/articles/one-audit-trail-for-every-coding-agent-and-what-it-proves-16003.md>)

Original publisher: [Read original article](<https://workos.com/blog/audit-trail-for-every-coding-agent>)

Author: WorkOS

Published: 2026-08-13T00:00:00Z

Content type: article

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [audit trail](<https://devfeed.tech/topics/audit-trail.md>), [audit](<https://devfeed.tech/topics/audit.md>), [coding](<https://devfeed.tech/topics/coding.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [codex](<https://devfeed.tech/topics/codex.md>), [OpenClaw](<https://devfeed.tech/topics/openclaw.md>), [SIEM, Security, Observability](<https://devfeed.tech/topics/siem-security-observability.md>), [MCP](<https://devfeed.tech/topics/mcp.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [api](<https://devfeed.tech/tags/api.md>), [audit](<https://devfeed.tech/tags/audit.md>), [audit-trail](<https://devfeed.tech/tags/audit-trail.md>), [claude](<https://devfeed.tech/tags/claude.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [code](<https://devfeed.tech/tags/code.md>), [codex](<https://devfeed.tech/tags/codex.md>), [coding](<https://devfeed.tech/tags/coding.md>), [logging](<https://devfeed.tech/tags/logging.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [siem](<https://devfeed.tech/tags/siem.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

This article describes WorkOS audit logging for Claude Code, Codex, OpenClaw, and pi. Its shared plugin and harness capture agent session, prompt, and tool lifecycle events, resolve activity to people, and make events queryable through a console, Export API, SIEM streaming, and MCP.

### Source excerpt

We built audit logging for Claude Code, Codex, OpenClaw and pi with no API key on any laptop. Use it to get total visibility into your entire org's agentic activity.

## Software Delivery Platform: Key Features & How to Evaluate

DevFeed: [Software Delivery Platform: Key Features & How to Evaluate](<https://devfeed.tech/articles/software-delivery-platform-key-features-how-to-evaluate-13478.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/software-delivery-platform>)

Author: Eric Minick

Published: 2026-08-11T00:00:00Z

Content type: article

Language: en

Sources: [Harness Blog](<https://devfeed.tech/sources/harness-blog.md>)

Topics: [Software](<https://devfeed.tech/topics/software.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Continuous Delivery (CD)](<https://devfeed.tech/topics/continuous-delivery.md>), [Continuous integration](<https://devfeed.tech/topics/continuous-integration.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [automation](<https://devfeed.tech/tags/automation.md>), [blog](<https://devfeed.tech/tags/blog.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [ci-cd-pipeline](<https://devfeed.tech/tags/ci-cd-pipeline.md>), [governance](<https://devfeed.tech/tags/governance.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [progressive-delivery](<https://devfeed.tech/tags/progressive-delivery.md>), [rollback](<https://devfeed.tech/tags/rollback.md>), [scalability](<https://devfeed.tech/tags/scalability.md>), [security](<https://devfeed.tech/tags/security.md>), [software-delivery](<https://devfeed.tech/tags/software-delivery.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

This article explains how a software delivery platform differs from a standalone CI/CD tool. It describes a platform as an integrated system covering the full after-code lifecycle, including continuous integration, continuous delivery, security, governance, insights, coordination, and rollback, then outlines criteria for evaluating vendors.

### Source excerpt

A software delivery platform isn't just a CI/CD tool. Get the must-have feature checklist and the demo questions to use when evaluating vendors. | Blog

## AI governance gaps leave developer and agent access to AI tools insufficiently controlled

DevFeed: [AI governance gaps leave developer and agent access to AI tools insufficiently controlled](<https://devfeed.tech/articles/the-ai-innovation-security-paradox-17653.md>)

Original publisher: [Read original article](<https://nirmata.com/2026/08/04/ai-innovation-security-paradox/>)

Author: Anubhav Sharma

Published: 2026-08-05T01:56:41Z

Content type: opinion

Language: en

Sources: [Nirmata](<https://devfeed.tech/sources/nirmata.md>)

Topics: [ai-governance](<https://devfeed.tech/topics/ai-governance.md>), [Security](<https://devfeed.tech/topics/security.md>), [Access Control](<https://devfeed.tech/topics/access-control.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>), [developer-productivity](<https://devfeed.tech/topics/developer-productivity.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>)

Tags: [access-control](<https://devfeed.tech/tags/access-control.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-governance](<https://devfeed.tech/tags/ai-governance.md>), [cloud-native](<https://devfeed.tech/tags/cloud-native.md>), [cncf](<https://devfeed.tech/tags/cncf.md>), [developer](<https://devfeed.tech/tags/developer.md>), [devsecops](<https://devfeed.tech/tags/devsecops.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [kyverno](<https://devfeed.tech/tags/kyverno.md>), [llms](<https://devfeed.tech/tags/llms.md>), [policy-management](<https://devfeed.tech/tags/policy-management.md>), [risk-management](<https://devfeed.tech/tags/risk-management.md>), [security](<https://devfeed.tech/tags/security.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

The article presents aggregated responses from security leaders about AI governance in fast-moving engineering organizations. It identifies gaps in centralized access control, policy enforcement, session auditing, real-time visibility, and protection against exposing permissions or environment variables to LLMs.

### Source excerpt

Three Questions We Asked About AI Governance -- And What the Answers Reveal Over the past few months, we've been having the same conversation on repeat with security leaders about AI at fast-moving engineering organizations. Different companies, different tech stacks, same three questions -- and,... The post The AI Innovation-Security Paradox first appeared on Nirmata.

## Deploy Apps and Database Migrations in One CD Pipeline

DevFeed: [Deploy Apps and Database Migrations in One CD Pipeline](<https://devfeed.tech/articles/deploy-apps-and-database-migrations-in-one-cd-pipeline-13385.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/deploy-apps-and-database-migrations-in-one-cd-pipeline>)

Author: Animesh Pathak

Published: 2026-08-05T00:00:00Z

Content type: tutorial

Language: en

Sources: [Harness Blog](<https://devfeed.tech/sources/harness-blog.md>)

Topics: [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Database Migration](<https://devfeed.tech/topics/database-migration.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [DevOps](<https://devfeed.tech/topics/devops.md>)

Tags: [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [database](<https://devfeed.tech/tags/database.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [devops](<https://devfeed.tech/tags/devops.md>), [governance](<https://devfeed.tech/tags/governance.md>), [migrations](<https://devfeed.tech/tags/migrations.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

The article explains how Harness CD and Database DevOps can combine application deployments and database schema migrations in one CI/CD pipeline. It describes how this unified workflow can improve release consistency, visibility, governance, verification, and rollback safety while reducing deployment risk and operational overhead.

### Source excerpt

Learn how Harness CD and Database DevOps automate application deployments and database schema migrations in a unified CI/CD pipeline. | Blog

## The Third App from J2sw: Prefix Advertisement Checker

DevFeed: [The Third App from J2sw: Prefix Advertisement Checker](<https://devfeed.tech/articles/the-third-app-from-j2sw-prefix-advertisement-checker-40188.md>)

Original publisher: [Read original article](<https://blog.j2sw.com/resources/prefix-advertisement-checker/>)

Author: j2sw

Published: 2026-07-31T12:17:00Z

Content type: tutorial

Language: en

Sources: [Justin Wilson (j2sw)](<https://devfeed.tech/sources/justin-wilson-j2sw.md>)

Topics: [BGP](<https://devfeed.tech/topics/bgp.md>), [networking](<https://devfeed.tech/topics/networking.md>), [App](<https://devfeed.tech/topics/app.md>), [Cisco](<https://devfeed.tech/topics/cisco.md>), [MikroTik](<https://devfeed.tech/topics/mikrotik.md>)

Tags: [application](<https://devfeed.tech/tags/application.md>), [bgp](<https://devfeed.tech/tags/bgp.md>), [irr](<https://devfeed.tech/tags/irr.md>), [j2-networks](<https://devfeed.tech/tags/j2-networks.md>), [j2-updates](<https://devfeed.tech/tags/j2-updates.md>), [network-engineering-resources](<https://devfeed.tech/tags/network-engineering-resources.md>), [network-tools](<https://devfeed.tech/tags/network-tools.md>), [network-troubleshooting](<https://devfeed.tech/tags/network-troubleshooting.md>), [prefix-advertisement](<https://devfeed.tech/tags/prefix-advertisement.md>), [ripe-ris](<https://devfeed.tech/tags/ripe-ris.md>), [roa](<https://devfeed.tech/tags/roa.md>), [routing](<https://devfeed.tech/tags/routing.md>), [routing-policy](<https://devfeed.tech/tags/routing-policy.md>), [rpki](<https://devfeed.tech/tags/rpki.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

This article describes the J2SW Prefix Advertisement Checker, an application that evaluates an exact IPv4 or IPv6 prefix using live BGP data. It reports observed origin ASNs from RIPE RIS collectors, collector visibility, RPKI/ROA status, and matching IRR route objects, with an optional expected origin ASN for comparison.

### Source excerpt

A prefix can appear in the global BGP table and still have a routing problem. The route may originate from the wrong ASN. Its ROA may also authorize a shorter prefix but reject the advertised prefix length. Checking each part normally means pulling data from several routing tools. The J2SW Prefix Advertisement Checker, my 3rd ... Read more The post The Third App from J2sw: Prefix Advertisement Checker appeared first on Justin Wilson (j2sw).

## Understanding BGP Route Types: Full Routes vs Partial vs Default vs Customer Routes

DevFeed: [Understanding BGP Route Types: Full Routes vs Partial vs Default vs Customer Routes](<https://devfeed.tech/articles/understanding-bgp-route-types-full-routes-vs-partial-vs-default-vs-customer-routes-40150.md>)

Original publisher: [Read original article](<https://blog.j2sw.com/inetarch/bgp-route-types-full-default-partial-customer-routes/>)

Author: j2sw

Published: 2026-07-24T16:28:00Z

Content type: article

Language: en

Sources: [Justin Wilson (j2sw)](<https://devfeed.tech/sources/justin-wilson-j2sw.md>)

Topics: [BGP](<https://devfeed.tech/topics/bgp.md>), [networking](<https://devfeed.tech/topics/networking.md>), [Routing (disambiguation)](<https://devfeed.tech/topics/routing.md>), [Internet](<https://devfeed.tech/topics/internet.md>), [gateway](<https://devfeed.tech/topics/gateway.md>), [Networks](<https://devfeed.tech/topics/networks.md>)

Tags: [bgp](<https://devfeed.tech/tags/bgp.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [flexibility](<https://devfeed.tech/tags/flexibility.md>), [internet-architecture](<https://devfeed.tech/tags/internet-architecture.md>), [isp](<https://devfeed.tech/tags/isp.md>), [memory](<https://devfeed.tech/tags/memory.md>), [network-engineering](<https://devfeed.tech/tags/network-engineering.md>), [network-operations](<https://devfeed.tech/tags/network-operations.md>), [route](<https://devfeed.tech/tags/route.md>), [router](<https://devfeed.tech/tags/router.md>), [routing](<https://devfeed.tech/tags/routing.md>), [routing-policy](<https://devfeed.tech/tags/routing-policy.md>), [routing-table](<https://devfeed.tech/tags/routing-table.md>), [traffic-engineering](<https://devfeed.tech/tags/traffic-engineering.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

This article explains BGP route choices, comparing default routes, full routes, partial routes, and customer routes. It describes the tradeoffs between small routing tables, Internet visibility, traffic engineering control, and router resource requirements.

### Source excerpt

5 minute read time.Justin Wilson j2sw.com When you configure a BGP session, one of the first questions is what routes you actually want to receive. If you have ever filled out a questionnaire with Hurricane Electric or another transit provider, they ask you what "kind" of routes you want. In this article, I plan to ... Read more The post Understanding BGP Route Types: Full Routes vs Partial vs Default vs Customer Routes appeared first on Justin Wilson (j2sw).

## Artifact Registry: Audit Logs, Traceability, Usage Reporting

DevFeed: [Artifact Registry: Audit Logs, Traceability, Usage Reporting](<https://devfeed.tech/articles/artifact-registry-audit-logs-traceability-usage-reporting-13483.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/staying-in-control-auditing-and-reporting-with-harness-artifact-registry>)

Author: Shibam Dhar

Published: 2026-07-23T00:00:00Z

Content type: article

Language: en

Sources: [Harness Blog](<https://devfeed.tech/sources/harness-blog.md>)

Topics: [audit trail](<https://devfeed.tech/topics/audit-trail.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [logs](<https://devfeed.tech/tags/logs.md>), [provenance](<https://devfeed.tech/tags/provenance.md>), [reporting](<https://devfeed.tech/tags/reporting.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

This article explains how Harness Artifact Registry provides audit trails, access logs, deployment traceability, and custom metadata for tracking artifact usage across its lifecycle. It describes records for actions such as pushes, pulls, deletions, policy evaluations, and quarantine events, including the actor and timing. The article also explains how pipeline downloads can be linked to deployment context and pipeline runs.

### Source excerpt

Learn how Harness Artifact Registry gives your organisation complete visibility into artifact usage through audit trails, RBAC-governed access logs, deployment | Blog

## DevOps Platform Explained: Why Unified Beats Siloed

DevFeed: [DevOps Platform Explained: Why Unified Beats Siloed](<https://devfeed.tech/articles/devops-platform-explained-why-unified-beats-siloed-13388.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/devops-platform>)

Author: Eric Minick

Published: 2026-07-15T00:00:00Z

Content type: article

Language: en

Sources: [Harness Blog](<https://devfeed.tech/sources/harness-blog.md>)

Topics: [DevOps](<https://devfeed.tech/topics/devops.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [sdlc](<https://devfeed.tech/topics/sdlc.md>), [Security](<https://devfeed.tech/topics/security.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [devops](<https://devfeed.tech/tags/devops.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [sdlc](<https://devfeed.tech/tags/sdlc.md>), [security](<https://devfeed.tech/tags/security.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

This article explains DevOps platforms as integrated software delivery systems that connect CI/CD, security, governance, artifact management, infrastructure, and engineering workflows. It argues that unified platforms can reduce the complexity and fragmented visibility caused by disconnected tools, while emphasizing workflow integration, governance, scalability, AI-assisted automation, and measurable outcomes when evaluating platforms.

### Source excerpt

What is a DevOps platform and why does unified beat siloed tools? See how an integrated platform improves delivery speed, governance, and efficiency. | Blog

## Dogfooding the Billable Actions metric: How granular observability improved our metering validation

DevFeed: [Dogfooding the Billable Actions metric: How granular observability improved our metering validation](<https://devfeed.tech/articles/dogfooding-the-billable-actions-metric-how-granular-observability-improved-our-metering-validation-35778.md>)

Original publisher: [Read original article](<https://temporal.io/blog/dogfooding-the-billable-actions-metric-how-granular-observability-improved-our-metering-validation>)

Author: Eric Chen

Published: 2026-06-25T00:00:00Z

Content type: article

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [observability](<https://devfeed.tech/topics/observability.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [API](<https://devfeed.tech/topics/api.md>), [Server](<https://devfeed.tech/topics/server.md>), [Time Series](<https://devfeed.tech/topics/time-series.md>), [benchmarking](<https://devfeed.tech/topics/benchmarking.md>)

Tags: [account](<https://devfeed.tech/tags/account.md>), [api](<https://devfeed.tech/tags/api.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cost](<https://devfeed.tech/tags/cost.md>), [count](<https://devfeed.tech/tags/count.md>), [dashboard](<https://devfeed.tech/tags/dashboard.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [dogfooding](<https://devfeed.tech/tags/dogfooding.md>), [metric](<https://devfeed.tech/tags/metric.md>), [observability](<https://devfeed.tech/tags/observability.md>), [optimization](<https://devfeed.tech/tags/optimization.md>), [query](<https://devfeed.tech/tags/query.md>), [raw](<https://devfeed.tech/tags/raw.md>), [server](<https://devfeed.tech/tags/server.md>), [temporal-voices](<https://devfeed.tech/tags/temporal-voices.md>), [time-series](<https://devfeed.tech/tags/time-series.md>), [validation](<https://devfeed.tech/tags/validation.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

Temporal describes how its Billable Actions metric and OpenMetrics per-type breakdowns provide more granular cost visibility. Internally, the company uses the metric with a canary account and validation dashboards to verify metering accuracy, troubleshoot discrepancies, and identify optimization opportunities.

### Source excerpt

See how Temporal uses the Billable Actions metric internally to validate metering, troubleshoot discrepancies, and improve cost observability.

## Chainguard Repository adds new policies, Chainguard Libraries for JavaScript is GA

DevFeed: [Chainguard Repository adds new policies, Chainguard Libraries for JavaScript is GA](<https://devfeed.tech/articles/chainguard-repository-adds-new-policies-chainguard-libraries-for-javascript-is-ga-12979.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/chainguard-repository-adds-new-policies-chainguard-libraries-for-javascript-is-ga>)

Published: 2026-06-25T00:00:00Z

Content type: release

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [chainguard repository](<https://devfeed.tech/topics/chainguard-repository.md>), [chainguard libraries for javascript](<https://devfeed.tech/topics/chainguard-libraries-for-javascript.md>), [chainguard](<https://devfeed.tech/topics/chainguard.md>), [JavaScript](<https://devfeed.tech/topics/javascript.md>), [Malware](<https://devfeed.tech/topics/malware.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [chainguard](<https://devfeed.tech/tags/chainguard.md>), [chainguard-libraries](<https://devfeed.tech/tags/chainguard-libraries.md>), [chainguard-libraries-for-java](<https://devfeed.tech/tags/chainguard-libraries-for-java.md>), [chainguard-libraries-for-javascript](<https://devfeed.tech/tags/chainguard-libraries-for-javascript.md>), [chainguard-libraries-for-python](<https://devfeed.tech/tags/chainguard-libraries-for-python.md>), [chainguard-repo](<https://devfeed.tech/tags/chainguard-repo.md>), [chainguard-repository](<https://devfeed.tech/tags/chainguard-repository.md>), [javascript](<https://devfeed.tech/tags/javascript.md>), [libraries](<https://devfeed.tech/tags/libraries.md>), [malware](<https://devfeed.tech/tags/malware.md>), [malware-scanner](<https://devfeed.tech/tags/malware-scanner.md>), [policy](<https://devfeed.tech/tags/policy.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

Chainguard announces new malware and greyware scanning for additional artifact types, expanded policy controls, and new visibility features in Chainguard Repository. The article also announces general availability of Chainguard Libraries for JavaScript.

### Source excerpt

Chainguard Repository adds malware and greyware scanning, expanded policy controls, and visibility to secure AI-driven software supply chains.

## Tetragon 1.7 adds fentry sensing, environment variable capture, parent-process visibility, and scoped policies

DevFeed: [Tetragon 1.7 adds fentry sensing, environment variable capture, parent-process visibility, and scoped policies](<https://devfeed.tech/articles/tetragon-1-7-precision-filtering-richer-context-and-better-performance-31341.md>)

Original publisher: [Read original article](<https://isovalent.com/blog/post/tetragon-v1.7-release/>)

Author: Paul Arah

Published: 2026-06-09T14:01:46Z

Content type: release

Language: en

Sources: [Isovalent - The latest articles covering eBPF-based Networking, Observability, and Security](<https://devfeed.tech/sources/isovalent-the-latest-articles-covering-ebpf-based-networking-observability-and-security.md>)

Topics: [Processes](<https://devfeed.tech/topics/processes.md>), [Environment Variables](<https://devfeed.tech/topics/environment-variables.md>), [context](<https://devfeed.tech/topics/context.md>)

Tags: [cilium](<https://devfeed.tech/tags/cilium.md>), [ebpf](<https://devfeed.tech/tags/ebpf.md>), [environment-variables](<https://devfeed.tech/tags/environment-variables.md>), [hubble](<https://devfeed.tech/tags/hubble.md>), [isovalent](<https://devfeed.tech/tags/isovalent.md>), [kubernetes-networking](<https://devfeed.tech/tags/kubernetes-networking.md>), [load-balancer](<https://devfeed.tech/tags/load-balancer.md>), [mesh-networking](<https://devfeed.tech/tags/mesh-networking.md>), [policy](<https://devfeed.tech/tags/policy.md>), [process](<https://devfeed.tech/tags/process.md>), [runtime-security](<https://devfeed.tech/tags/runtime-security.md>), [sensor](<https://devfeed.tech/tags/sensor.md>), [tetragon](<https://devfeed.tech/tags/tetragon.md>), [visibility](<https://devfeed.tech/tags/visibility.md>), [website](<https://devfeed.tech/tags/website.md>)

### AI overview

Tetragon 1.7 introduces a new fentry sensor, environment variable capture, parent-process visibility, and granular policy scoping with hostSelector.

### Source excerpt

Tetragon 1.7 introduces a new fentry sensor, environment variables capturing, parent process visibility, granular policy scoping with hostSelector and more!

## Codex Support, Faster Task Creation, and Flaky Test Visibility

DevFeed: [Codex Support, Faster Task Creation, and Flaky Test Visibility](<https://devfeed.tech/articles/codex-support-faster-task-creation-and-flaky-test-visibility-20422.md>)

Original publisher: [Read original article](<https://semaphore.io/blog/codex-support-faster-task-creation-and-flaky-test-visibility>)

Author: Pete Miloravac

Published: 2026-06-04T14:43:11Z

Content type: article

Language: en

Sources: [Semaphore Engineering](<https://devfeed.tech/sources/semaphore-engineering.md>)

Topics: [codex](<https://devfeed.tech/topics/codex.md>), [ai-coding](<https://devfeed.tech/topics/ai-coding.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [ci](<https://devfeed.tech/topics/ci.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [audio](<https://devfeed.tech/tags/audio.md>), [ci](<https://devfeed.tech/tags/ci.md>), [cli](<https://devfeed.tech/tags/cli.md>), [codex](<https://devfeed.tech/tags/codex.md>), [flaky](<https://devfeed.tech/tags/flaky.md>), [product-news](<https://devfeed.tech/tags/product-news.md>), [video](<https://devfeed.tech/tags/video.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

Semaphore's update covers fixes to sem-ai, faster and more reliable task creation, CLI-based task management, and a Semaphore Cloud workflow-editor option for showing skipped blocks. Planned work includes broader platform management through the CLI, flaky-test data through the API, and AI-assisted onboarding for tools including Claude Code and Codex.

### Source excerpt

sem-ai keeps moving. Here's a quick rundown of what shipped last week and what's coming next. What Shipped on Sem-AI Glitches have been fixed.A few issues were blocking some users to get started with sem-ai. Those are resolved. If you tried it before and ran into friction, now's a good time to try again. See [...] The post Codex Support, Faster Task Creation, and Flaky Test Visibility appeared first on Semaphore.

## The Most Expensive Milliseconds Are Unmeasured

DevFeed: [The Most Expensive Milliseconds Are Unmeasured](<https://devfeed.tech/articles/the-most-expensive-milliseconds-are-unmeasured-19739.md>)

Original publisher: [Read original article](<https://medium.com/expedia-group-tech/the-most-expensive-milliseconds-are-unmeasured-d6cfaaca881d?source=rss----38998a53046f---4>)

Author: Divya Gupta Arora

Published: 2026-06-03T17:11:58Z

Content type: article

Language: en

Sources: [Expedia](<https://devfeed.tech/sources/expedia.md>)

Topics: [Mobile](<https://devfeed.tech/topics/mobile.md>), [render](<https://devfeed.tech/topics/render.md>), [ui](<https://devfeed.tech/topics/ui.md>)

Tags: [case-study](<https://devfeed.tech/tags/case-study.md>), [devops](<https://devfeed.tech/tags/devops.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [login](<https://devfeed.tech/tags/login.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [mobile-apps](<https://devfeed.tech/tags/mobile-apps.md>), [mobile-performance](<https://devfeed.tech/tags/mobile-performance.md>), [observability](<https://devfeed.tech/tags/observability.md>), [performance](<https://devfeed.tech/tags/performance.md>), [release](<https://devfeed.tech/tags/release.md>), [software-engineering](<https://devfeed.tech/tags/software-engineering.md>), [technology-investments](<https://devfeed.tech/tags/technology-investments.md>), [time-to-interactive](<https://devfeed.tech/tags/time-to-interactive.md>), [ui](<https://devfeed.tech/tags/ui.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

This Expedia Group engineering case study describes extending Native Time to Interactive across mobile login screens. The metric was used to evaluate technology investments, compare platform behavior, and detect performance regressions that existing system-health signals did not reveal.

### Source excerpt

Expedia Group Technology -- EngineeringHow a screen-level performance metric reshaped platform decisions, engineering ownership, and release disciplinePhoto by Pietro De Grandi on Unsplash For the last few years, my responsibility has been straightforward to state but hard to execute -- owning the traveler login experience across mobile platforms. Not just whether a feature works, but whether it feels responsive, predictable, and trustworthy in the moments that matter most. During login, those moments are unforgiving: if a login screen hesitates travelers don't interpret it as 'a slow render', they interpret it as risk. And when the majority of travelers interact through our mobile apps, performance stops being a technical concern and becomes a product promise. This post is a case study of how, within Expedia Group™'s login domain, we extended Native Time to Interactive (NTTI) across login screens -- moving performance from a late-stage check to a first-class signal we can use to validate technology investments, compare platform behavior, and prevent silent regressions as we ship. The Problem: Mobile reliability rarely fails loudly Mobile performance rarely breaks with a crash. It usually degrades quietly, a button takes a beat longer to respond a screen looks ready, but taps don't register the UI stutters just enough to feel "off" Those are the expensive milliseconds -- because they erode trust without triggering obvious alarms. In our login flows, we were shipping consistently, evolving a major part of our stack, and supporting increasing product complexity. Yet we didn't have a consistent way to answer the user's real question -- "When can I actually use this screen?" Why our existing signals failed We were not blind. We tracked many useful things, crashes and ANRs backend latency and service SLIs some component-level timing signals limited Time to Interactive tracking on onboarding and initial login But we had a gap -- we had visibility into system health, not screen

## Coding Challenge #122 - AI-Powered Contract Review Agent

DevFeed: [Coding Challenge #122 - AI-Powered Contract Review Agent](<https://devfeed.tech/articles/coding-challenge-122-ai-powered-contract-review-agent-29198.md>)

Original publisher: [Read original article](<https://codingchallenges.substack.com/p/coding-challenge-122-ai-powered-contract>)

Author: John Crickett

Published: 2026-05-30T08:01:36Z

Content type: tutorial

Language: en

Sources: [Coding Challenges](<https://devfeed.tech/sources/coding-challenges.md>)

Topics: [Code Challenge](<https://devfeed.tech/topics/code-challenge.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [pdf](<https://devfeed.tech/topics/pdf.md>), [human feedback](<https://devfeed.tech/topics/human-feedback.md>), [Concurrency](<https://devfeed.tech/topics/concurrency.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [observability](<https://devfeed.tech/topics/observability.md>), [web applications](<https://devfeed.tech/topics/web-applications.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [coding](<https://devfeed.tech/tags/coding.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [review](<https://devfeed.tech/tags/review.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [visibility](<https://devfeed.tech/tags/visibility.md>), [web](<https://devfeed.tech/tags/web.md>)

### AI overview

This coding challenge guides readers through building an AI-powered contract review agent with Trigger.dev. The application uploads PDF contracts, extracts and analyzes clauses in parallel with LLMs, pauses for human approval, and streams a final summary to the frontend.

### Source excerpt

This challenge is to build your own AI powered agent to review documents.

## Hedge 307: bgproutes.io

DevFeed: [Hedge 307: bgproutes.io](<https://devfeed.tech/articles/hedge-307-bgproutes-io-10874.md>)

Original publisher: [Read original article](<https://rule11.tech/hedge-307/>)

Author: Russ

Published: 2026-05-29T16:13:36Z

Content type: opinion

Language: en

Sources: [rule 11 reader](<https://devfeed.tech/sources/rule-11-reader.md>)

Topics: [Routing (disambiguation)](<https://devfeed.tech/topics/routing.md>), [networking](<https://devfeed.tech/topics/networking.md>), [Internet](<https://devfeed.tech/topics/internet.md>)

Tags: [audio](<https://devfeed.tech/tags/audio.md>), [global](<https://devfeed.tech/tags/global.md>), [hedge](<https://devfeed.tech/tags/hedge.md>), [routing](<https://devfeed.tech/tags/routing.md>), [tools](<https://devfeed.tech/tags/tools.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

This Hedge episode discusses how bgproutes.io provides visibility into the global routing table, including through interfaces such as BMP, for operators advertising routes to the global Internet.

### Source excerpt

If you advertise routes into the default free zone (or global Internet), you might struggle with seeing and understanding what they look like "on the other side." While there are many manual tools to help operators with this process, bgproutes.io gives you visibility in the global routing table through interfaces like BMP. Listen to this episode of the Hedge to learn more.

## Modernizing Administrative Access for CMMC Level 2

DevFeed: [Modernizing Administrative Access for CMMC Level 2](<https://devfeed.tech/articles/modernizing-administrative-access-for-cmmc-level-2-29606.md>)

Original publisher: [Read original article](<https://goteleport.com/blog/cmmc-level-2-admin-access/>)

Author: info@goteleport.com (Nicolas Morris)

Published: 2026-05-27T00:00:00Z

Content type: article

Language: en

Sources: [Teleport](<https://devfeed.tech/sources/teleport.md>)

Topics: [Access Control](<https://devfeed.tech/topics/access-control.md>), [IAM](<https://devfeed.tech/topics/iam.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [ssh](<https://devfeed.tech/topics/ssh.md>), [remote access](<https://devfeed.tech/topics/remote-access.md>), [Virtual Private Network](<https://devfeed.tech/topics/vpn.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>)

Tags: [access-control](<https://devfeed.tech/tags/access-control.md>), [audit](<https://devfeed.tech/tags/audit.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cmmc](<https://devfeed.tech/tags/cmmc.md>), [governance](<https://devfeed.tech/tags/governance.md>), [iam](<https://devfeed.tech/tags/iam.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [least-privilege](<https://devfeed.tech/tags/least-privilege.md>), [remote-access](<https://devfeed.tech/tags/remote-access.md>), [ssh](<https://devfeed.tech/tags/ssh.md>), [visibility](<https://devfeed.tech/tags/visibility.md>), [vpn](<https://devfeed.tech/tags/vpn.md>)

### AI overview

The article discusses administrative access challenges faced by organizations pursuing CMMC Level 2 readiness. It describes fragmented access across VPNs, local accounts, static SSH keys, cloud IAM, and disconnected authentication workflows, and presents Teleport as an identity-native approach to centralize governance, reduce standing privileges, and improve audit readiness.

### Source excerpt

Defense contractors pursuing CMMC Level 2 face persistent AC, IA, and AU findings. Coalfire outlines how Teleport addresses the enforcement and audit gaps assessors require.

## Kubelet Metrics: How cAdvisor and CRI Collect Kubernetes Stats

DevFeed: [Kubelet Metrics: How cAdvisor and CRI Collect Kubernetes Stats](<https://devfeed.tech/articles/kubelet-metrics-how-cadvisor-and-cri-collect-kubernetes-stats-19138.md>)

Original publisher: [Read original article](<https://learnkube.com/kubernetes-metrics-cadvisor-kubelet-cri>)

Author: Gulcan Topcu

Published: 2026-05-18T00:00:00Z

Content type: tutorial

Language: en

Sources: [Learnk8s](<https://devfeed.tech/sources/learnk8s.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [container](<https://devfeed.tech/topics/container.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [gRPC](<https://devfeed.tech/topics/grpc.md>), [Kernel](<https://devfeed.tech/topics/kernel.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [api-server](<https://devfeed.tech/tags/api-server.md>), [cgroups](<https://devfeed.tech/tags/cgroups.md>), [collect](<https://devfeed.tech/tags/collect.md>), [container](<https://devfeed.tech/tags/container.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [data](<https://devfeed.tech/tags/data.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [grafana](<https://devfeed.tech/tags/grafana.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [linux](<https://devfeed.tech/tags/linux.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [performance](<https://devfeed.tech/tags/performance.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>), [prometheus](<https://devfeed.tech/tags/prometheus.md>), [trace](<https://devfeed.tech/tags/trace.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

This tutorial explains how Kubernetes collects and exposes container, pod, and node metrics through kubelet, cAdvisor, the Linux kernel, and the Container Runtime Interface (CRI). It describes the shift toward CRI-native metrics over gRPC and how Prometheus, Grafana, and other observability systems consume the data.

### Source excerpt

Learn how kubelet collects Kubernetes metrics from cgroups, cAdvisor, containerd and CRI, and when pod and container stats move to the runtime.

## Khronos Adds Middleware Insights to the OpenXR Extension Matrix

DevFeed: [Khronos Adds Middleware Insights to the OpenXR Extension Matrix](<https://devfeed.tech/articles/khronos-adds-middleware-insights-to-the-openxr-extension-matrix-15111.md>)

Original publisher: [Read original article](<https://www.khronos.org/blog/khronos-adds-middleware-insights-to-the-openxr-extension-matrix>)

Author: jphilips (jeff@khronosgroup.org)

Published: 2026-04-07T13:00:00Z

Content type: article

Language: en

Sources: [Blogs Khronos Blog](<https://devfeed.tech/sources/blogs-khronos-blog.md>)

Topics: [Extension](<https://devfeed.tech/topics/extension.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [blog](<https://devfeed.tech/tags/blog.md>), [component](<https://devfeed.tech/tags/component.md>), [developers](<https://devfeed.tech/tags/developers.md>), [extension](<https://devfeed.tech/tags/extension.md>), [improvements](<https://devfeed.tech/tags/improvements.md>), [insights](<https://devfeed.tech/tags/insights.md>), [middleware](<https://devfeed.tech/tags/middleware.md>), [openxr](<https://devfeed.tech/tags/openxr.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

The Khronos OpenXR working group expanded its Extension Matrix with self-reported support data from middleware providers. The update gives developers more visibility into extension availability across the XR stack, while support may still vary by runtime and device.

### Source excerpt

The Khronos OpenXR working group has expanded its Extension Matrix to include self-reported data from middleware providers. Developers now have a clearer view of what's available across the broader XR stack.

## Now Available: DigitalOcean Cloud Security Posture Management (CSPM)

DevFeed: [Now Available: DigitalOcean Cloud Security Posture Management (CSPM)](<https://devfeed.tech/articles/now-available-digitalocean-cloud-security-posture-management-cspm-19919.md>)

Original publisher: [Read original article](<https://www.digitalocean.com/blog/now-available-cloud-security-posture-management>)

Author: Grace Morgan

Published: 2026-04-01T14:46:32Z

Content type: release

Language: en

Sources: [DigitalOcean](<https://devfeed.tech/sources/digitalocean.md>)

Topics: [Digital Ocean](<https://devfeed.tech/topics/digital-ocean.md>), [Security & compliance, Cloud security](<https://devfeed.tech/topics/security-compliance-cloud-security.md>), [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>), [Security](<https://devfeed.tech/topics/security.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>)

Tags: [cloud](<https://devfeed.tech/tags/cloud.md>), [cloud-security](<https://devfeed.tech/tags/cloud-security.md>), [digitalocean](<https://devfeed.tech/tags/digitalocean.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [operational](<https://devfeed.tech/tags/operational.md>), [operations](<https://devfeed.tech/tags/operations.md>), [product-updates](<https://devfeed.tech/tags/product-updates.md>), [security](<https://devfeed.tech/tags/security.md>), [services](<https://devfeed.tech/tags/services.md>), [visibility](<https://devfeed.tech/tags/visibility.md>)

### AI overview

DigitalOcean launched Cloud Security Posture Management (CSPM), an agentless service that provides in-dashboard visibility into infrastructure risks, evaluates resources such as Droplets and Databases for misconfigurations, and guides remediation. Free scans are available to all DigitalOcean customers, while upgraded plans add advanced rules, automated guidance, and API integrations.

### Source excerpt

Keeping cloud infrastructure secure at scale is challenging. Infrastructure drift, exposed services, and sprawling identities create risk, and teams don't always have the time or expertise to maintain a consistent security posture across their environments. To help teams operate reliably in production with clear visibility into potential security issues, today we're launching DigitalOcean Cloud Security Posture Management (CSPM). CSPM provides agentless, in-dashboard visibility into your infrastructure, helping you detect risks, prioritize what matters most, and fix issues fast with guided instructions--all without third-party tools or dedicated security teams. CSPM continuously evaluates DigitalOcean resources including Droplets and Databases to identify misconfigurations and posture risks. Whether you are running traditional applications or scaling AI inference workloads, CSPM helps you maintain visibility, reduce operational risk, and keep production systems secure. Unlimited free scans are now available for every DigitalOcean customer, and upgraded plans get access to advanced rules, automated guidance, and API integrations as your environment grows. Run your first scan in the DigitalOcean Cloud Console now. Addressing Common Security Challenges Teams managing infrastructure often struggle with security visibility, especially across complex architectures. Common challenges include visibility gaps across Droplets and Database services; alert overload with unclear priorities; and remediation friction from complex instructions or external tools. CSPM helps solve these challenges with a native, agentless experience that prioritizes findings, guides remediation, and integrates directly into the DigitalOcean dashboard and API--helping teams reduce interruptions and maintain predictable performance. Cloud Security Posture Management Features CSPM combines simplicity and power to help teams manage security without slowing down operations. Its agentless, integrated approac

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