The Grafana Drilldown apps gives you a queryless, point-and-click way to explore your metrics, logs, traces, and profiles. But finding an insight is only half the job—you still need to act on it. Previously, that meant leaving Drilldown, manually copying queries, and navigating through Grafana's dashboards, Alerting, and "Explore" interfaces to pick up where you left off.
With AI writing more and more of our code, properly monitoring and debugging that code has become an increasingly critical part of the development workflow that can't be ignored. Luckily, we have more time than ever to implement the right tools to do so. Implementing a production-ready logging solution is easy to do, and provides you and your LLM Agents with a wealth of debugging information from your app, across users and environments.
Back in May of 2021, containers had already won. Kubernetes adoption was surging. ECS and EKS were powerful. But for many teams, deploying a simple containerized web service still meant stitching together clusters, networking rules, scaling policies, load balancers, IAM roles, and CI/CD pipelines. It felt heavier than it should. Developers no longer wanted more orchestration power. They wanted less operational drag.
Phoenix LiveView is one of those technologies that feels like cheating. You get rich, interactive UIs without writing JavaScript, and the server handles the state. It’s elegant. But that elegance comes with a trade-off that’s easy to forget: all that interactivity runs on your server.
Apache ActiveMQ is evolving from simple transport to intelligent fabric. Key shifts include replicated KahaDB for cloud-native resilience, Spring decoupling in v7, and OpenTelemetry observability—transforming messaging infrastructure for modern enterprise needs.
This is part 1 of a five-part series on building production-grade AI engineering systems. Across this series, we will cover: Most teams experimenting with AI coding agents focus on prompts. That is the wrong starting point. Before you optimize how an agent thinks, you must standardize what it sees. AI agents do not primarily fail because of reasoning limits. They fail because of environmental ambiguity.
Small businesses fight hard for every inch of attention. Digital ads drain budgets fast, social feeds are borderline chaotic, and most branded content disappears in a scroll. Physical branding hits differently; it cuts through all that noise in ways a screen simply never will. In fact, a 2023 PPAI Consumer Study found that two-thirds (66%) of consumers can name the advertiser on a logoed product they received in the past 12 months. That's remarkable staying power, and it's exactly what a well-placed sticker delivers for your brand.
Ensuring shipments are secure before leaving a warehouse is essential for preventing losses and delays. Essential checks before approving a shipment for dispatch include verifying documentation, inspecting packaging, and confirming that transport processes are properly followed. Completing these checks helps logistics teams detect potential problems before they escalate into costly issues. Supply chain vulnerabilities can disrupt operations, create financial risks, and damage a company's reputation. Taking proactive steps ensures that goods reach their destination safely and efficiently.
Video content dominates the internet in 2026. From short-form social media clips to long educational videos and streaming entertainment, people consume more video than ever before. While streaming services and social media platforms provide easy access to content, many users still prefer downloading videos for offline viewing, archiving, or sharing across devices.