Operations | Monitoring | ITSM | DevOps | Cloud

AI Is Outpacing Code Review. Here's How to Catch Up (Without Slowing Down)

In a 2025 analysis spanning over 100 large language models, Veracode found that nearly half (45%) of AI-generated code causes known security issues and vulnerabilities. Novel risks are being introduced into your operations systems faster than humans can manage or review. At the same time, studies suggest that human review isn’t all that effective, especially beyond 400 lines of code. But AI-generated code isn’t inherently bad. It just doesn’t always work across your whole system.

August 2026 product update: hosted MCP and more

Your MCP client doesn’t need your whole API key just to look up an error anymore. Honeybadger's hosted MCP server now supports OAuth. You can approve it through your browser, scope your permissions, revoke your permissions, and rest easy knowing that our tokens auto-refresh and don’t sit around in a config. Keep reading to see how it works and get a quick recap of everything else that shipped this cycle.

The Architecture Question That Never Dies: From BPMN and M&A to MCP

Twenty years ago at RMIT, I became preoccupied with a question that sounded technical but was really about corporate value: could you predict how difficult a company would be to acquire by looking at the shape of its APIs? It was 2006. I was completing Honours in a Bachelor of Applied Science in Software Engineering, and the brief for my research project was unusually open: find an impactful software research hypothesis that hasn’t been done before.

Build and Launch AI Agents from Your Splunk Workflows

Introducing the Splunk Agent Launchpad! Let’s face it—your team is busy. Between managing alerts, digging through investigations, and constant context-switching, it’s hard to stay ahead of the noise. What if you could turn your existing operational knowledge into custom AI agents that do the heavy lifting for you? And the best part? No coding required. Watch this exclusive look at the Splunk Agent Launchpad. We’re showing you how to build, deploy, and manage AI agents that help you investigate, enrich, summarize, and act—all without leaving the Splunk environment you already know and trust.

Argo CD Deployment Failed: AI SRE Agent AURA Finds and Fixes It

A deployment fails validation and the sync stops. Argo CD hands the report to AURA, which finds the wrong version, fixes it, and re-runs the sync. Normally, a failed sync means a person opens the application, reads the hook logs, and works out which value is wrong. Here, the sync fail hook sends AURA a short failure report and an incident ID over the agent-to-agent protocol, then exits. It does not say how to investigate or what to change.

The American Bar Association Says Verify, Benchmarks Show Why: Hallucination Rates in Leading Legal AI Tools (2026)

Legal AI tools hallucinate between 17% and 33% of the time, even the specialized ones, and the American Bar Association now treats independent verification as an ethical duty rather than a best practice. Stanford researchers documented the gap, courts have sanctioned lawyers over it, and Formal Opinion 512 codified the response. A fabricated citation can draw sanctions and damage a client, so the question is no longer whether legal AI hallucinates but which tools make verification faster for in-house counsel, litigators, and legal ops leads.

Why AI Ethics Should Always Be A Part Of Every Modern Technology Discussion

Artificial intelligence is rapidly changing the world at an incredibly fast pace. It's around us, in our homes with smart devices, and in the operations of big businesses with sophisticated algorithms. One thing that people don't pay attention to is the impact of these machines when they're only looking at all the amazing things that they can do. It is crucial to talk about the ethical implications of AI in this day and age, so that these potent instruments can serve human beings rather than infringe upon our basic rights.

Claim SR&ED Using AI: The Complete Workflow From Project Planning to Tax Filing

For many entrepreneurs, tax credits are treated as something to think about after the work is done. That can be an expensive habit. If your company spends time developing new technology, improving products, testing new processes, or solving technical problems, some of that work may qualify for Canada's Scientific Research and Experimental Development (SR&ED) program. But there is a catch: by the time tax season arrives, the details that could support a strong claim may be buried in project notes, emails, proposals, spreadsheets, and someone's memory.

Monitor outages with StatusGator MCP and Claude

When a service your organization depends on stops working, you need to know whether the problem is internal or caused by a third-party provider. Connecting StatusGator to Claude gives you a faster way to find out. You can ask Claude what is down, investigate provider incidents, review affected components, and analyze historical uptime using data from your StatusGator account.