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Trace an AI SRE Agent: AURA Docker Quickstart with Phoenix and OTel

You get an answer from the agent and no way to check how it got there. The route it took is recorded, and so is the reason it gave for taking it. AURA emits OpenTelemetry spans, and the Docker quickstart wires them straight into Phoenix. Four services come up together: AURA Web Server as the persistent agent harness, LibreChat as a browser interface for chatting with the agent, Phoenix to receive the spans, and MongoDB to store stateful data for LibreChat. The Compose file arrives pre-configured to point AURA at Phoenix and to enable content recording for the local demo.

The role of AI in website monitoring : How AI is rewriting the rules of website monitoring

A peak sale season, missed transaction or availability issues, spiking customer tickets, and unhappy customers. Well, you know the trope. A few years ago, this was just part of doing business online. Today, it’s a problem you can avoid, thanks to artificial intelligence. We’ve quietly reached an important turning point in website monitoring. For most of the internet’s history, monitoring meant setting thresholds: set a number, wait for it to be crossed, get an alert, and fix the issue.

When to Use Grafana Assistant vs. MCP vs. gcx: Part 3

When should you use gcx? If Grafana Assistant is the brain and Grafana MCP is the easy hand, gcx is the power hand. Built for AI agents working in the terminal, gcx gives them deep access across Grafana Cloud—so they can pull telemetry, verify code, automate workflows, and access places MCP doesn’t. Coding agents? gcx. Need the full Grafana Cloud surface? gcx. Automating in CI/CD? gcx. Here’s where it fits, and when to use it — explained by Nicole van der Hoeven.

Recurring Office Hours with the AI SRE Agent Team Behind AURA

Building an agent and not sure how to approach something? Bring it. AURA office hours are recurring working sessions with the people who build it. The team has been talking to people trying out AURA and hearing the same good questions come up more than once. Office hours are the answer to that: a standing slot on a schedule, rather than one conversation at a time. The format is deliberately loose. Nobody is arriving with thirty slides to spend an hour talking at you. The session goes wherever the questions go.

AI cost governance: policies to control AI spend

AI cost governance is the set of policies and controls that keep AI spend predictable and attributable: budget caps and token quotas set before deployment, prompt caching to cut repeat token costs, hard limits on reasoning steps and tool calls, and unified allocation so every dollar maps to a team, feature, or customer. Governance fails when it's advisory. It works when the caps are enforced in the platform and someone owns the number.

AI finds vulnerabilities faster than you can fix them

If an AI model can find a vulnerability for an attacker, the same model should help a defender fix it. In practice, the math doesn't favor the defender. This quick video digs into the real asymmetry AI-powered vulnerability discovery creates: The goal is models acting as tools for defenders, not weapons for attackers. Getting there means rethinking how much ground your team can realistically cover on its own.

How Smarter Patch Management Strengthens IT Operational Resilience

Operational resilience depends on an organization's ability to maintain essential systems when disruptions occur. Cyberattacks, software failures, and configuration problems can all threaten that stability. Yet one of the most preventable sources of risk is also one of the most persistent: outdated software. Patch management is often treated as routine maintenance. In practice, it supports both cybersecurity and service continuity. A well-structured patching process reduces exposure to known vulnerabilities while helping IT teams keep applications and operating systems reliable.

How to Use a Tax Calculator to Plan Your Personal Finances

Managing personal finances often starts with a simple question: how much money do you actually have available after taxes? Your salary may look straightforward on an employment contract, but the amount that reaches your bank account can be very different from the figure attached to your annual income. Federal and provincial income taxes, deductions, credits, contributions, and changes in earnings can all influence the final result.

Best Hospitality Payroll Software for Growing Businesses

Payroll in hospitality isn't like payroll anywhere else, and anyone who's tried to run it with a generic tool figures that out pretty quickly. Between tip credit calculations, fluctuating schedules, IRS Form 8027 reporting, and a workforce that turns over at a rate most industries would find alarming, the best hospitality payroll software has to do a lot of heavy lifting. After reviewing the top platforms on the market, including their features, what actual users say, and real-world fit for restaurants and hotels, this guide breaks down the five options worth considering.