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Seer fixes Seer: How Seer pointed us toward a bug and helped fix an outage

Seer is our AI agent that takes bugs and uses all of the context Sentry has to find the root cause and suggest a fix. We use it all the time to help us improve Sentry. Seer fixes Sentry. More recently, Seer has been helping us fix itself — Seer fixing Seer. An upstream outage triggered a bit of an avalanche, revealing a bug that had been hiding away for months. When it came time to fix it, Seer pointed us exactly where we needed to look.

How to monitor LLMs in production with Grafana Cloud,OpenLIT, and OpenTelemetry

Moving a large language model (LLM) application from a demo to a production‑scale service raises very different questions than the ones you ask when playing with an API key in a notebook. In production, you have to answer: How much is each model costing us? Are we keeping latency within our service‑level objectives? Are we accidentally returning hallucinations or toxic content? Is the system vulnerable to prompt‑injection attacks?

Observe your AI agents: Endtoend tracing with OpenLIT and Grafana Cloud

In another post in this series, we discussed how to instrument large language model (LLM) calls. This can be a good starting point, but generative AI workloads increasingly rely on agents, which are systems that plan, call tools, reason, and act autonomously. And their non‑deterministic behavior makes incidents harder to diagnose, in part, because the same prompt can trigger different tool sequences and costs.

Monitor Model Context Protocol (MCP) servers with OpenLIT and Grafana Cloud

Large language models don’t work in a vacuum. They often rely on Model Context Protocol (MCP) servers to fetch additional context from external tools or data sources. MCP provides a standard way for AI agents to talk to tool servers, but this extra layer introduces complexity. Without visibility, an MCP server becomes a black box: you send a request and hope a tool answers. When something breaks, it’s hard to tell if the agent, the server or the downstream API failed.

Instrument zerocode observability for LLMs and agents on Kubernetes

Building AI services with large language models and agentic frameworks often means running complex microservices on Kubernetes. Observability is vital, but instrumenting every pod in a distributed system can quickly become a maintenance nightmare. OpenLIT Operator solves this problem by automatically injecting OpenTelemetry instrumentation into your AI workloads—no code changes or image rebuilds required.

What Proximity Badges and Cards Actually Do in Secure Spaces

Security systems can feel abstract until you arrive at a door and need to get through it. That moment exposes the gap between policy and usability. Proximity badges and cards are part of the bridge between security intent and real world movement. They allow authorized people to enter specific areas without keys or codes, and they do it in a way that fits into daily patterns of movement. This article explains how they work, why they matter, and what they change in everyday operations.

When a High-Accuracy Multimeter Matters Most on Site

Accurate electrical measurements are essential on professional job sites, where small errors can lead to equipment damage, safety risks, or unnecessary troubleshooting. Although basic meters may work for simple checks, many real-world electrical systems involve unstable loads, harmonic distortion, or sensitive electronics that demand greater precision. High-accuracy multimeters provide dependable readings under these conditions, helping technicians and electrical contractors diagnose issues correctly, reduce downtime, and maintain safer work practices.

How Do Optimized Press Releases Support Digital PR Strategies? 4 Benefits

The way we share company news has changed completely in the modern digital landscape. In 2026, roughly 68% of online experiences begin with a search engine, making discoverability the ultimate goal for any brand. While an old-school announcement might have just sat on a wire service, a modern, data-driven approach turns your news into a powerful engine for organic growth. Integrating these updates into your broader digital PR strategy is the best way to cut through the noise and reach the right decision-makers.

Gaming Rigs That Balance Speed, Stability, and Power

Finding the right balance for a PC setup involves looking at several factors. High frame rates matter, but stability keeps the experience smooth - here I have used the hyphen-minus symbol instead of an em dash. Many enthusiasts search for machines that handle both intense creative work and fast-paced competitive matches. You need hardware that stays cool under pressure. Choosing parts often means looking at long-term value and current tech trends. A great rig handles modern software without breaking a sweat. It provides a reliable foundation for all your digital needs.