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How AI Is Changing Cybersecurity and Exposing Decades of Bad Code

Was this the worst week in cybersecurity? AI-discovered PHP2Shell vulnerabilities, the LiteLLM supply chain attack, and reports of unauthorized AI agents accessing bank accounts are exposing serious weaknesses in software security. But is this really a cybersecurity problem, or has AI exposed decades of poor software engineering decisions? In this episode of ShipTalk, Martin Reynolds and Adam Arellano break down a remarkable week in AI security and debate whether engineering or security teams should be responsible for fixing what comes next.

What Is Squid Proxy and How to Keep It Fast, Secure and Observable

How long does it take your service desk to rule the proxy in or out when a user says a site won't load? The proxy carries every outbound web request in most companies, and it still tends to be checked last. So service desks guess, even though the proxy has already logged what happened to that request. For a lot of those companies, the proxy is Squid. It has cached pages and enforced web policy for close to three decades, and it logs every request it touches.

8 Best Wireless Network Solutions to Monitor Wi-Fi in 2026

If your Wi-Fi keeps slowing down or dropping connections, checking whether your access points are online won't tell you much. You need to know what's causing the problem, whether it's weak signal strength, overloaded access points, or too many connected devices. Wireless network monitoring tools help you track these issues, monitor access point health, and spot problems before they affect more users.

Deploying Apache Airflow on Aiven Runtime

When we first introduced people to Aiven Runtime, before it even had that name, we kept getting asked: "Can we schedule things?" If you come from a Unix background, that tends to cause a reflexive reach for the cron tool, which provides basic scheduling at fixed intervals. But if you've spent more time with distributed software, you're more likely to think of Apache Airflow, which can do a lot more (although, yes, you can use Airflow to schedule tasks at fixed intervals if you want).

Dashboard Library: why some dashboards arrive ticked and others don't

Open the Dashboard Library on a Logs stack that already receives Nginx logs and a few cards come up ticked with a green Data detected badge. Others in the same pack sit there unticked. That isn't random. Before it shows you anything, the Library checks what your stack actually holds and pre-selects only the dashboards it expects to fill.

What's new in Papertrail: Q3 2026

Q3 was a big quarter for Papertrail. You can now ask questions about your logs in plain English, explore structured logs by field, inspect any single log event in detail, and archive to your own S3 bucket with a setup that keeps you in control of access. We also shipped a round of smaller improvements that make sending logs and searching them faster and smoother. Here is a quick overview. The two Preview features have their own deep-dive articles, linked below.

Can AI Do Your Software Testing? #softwaretesting #aitools #codingtips #devlife #tech #aiagents

Learn how AI handles different types of testing, from simple unit tests to complex end-to-end setups. Discover where AI succeeds in writing test code and where human strategy is still needed. Learn more: speedscale.com.

Application Chaos Testing using Traffic Replay #apitesting #devops #microservices #chaostesting

Learn how to test your application's fallback mechanisms by intentionally injecting chaos and simulated dependency failures into recorded API traffic. Easily configure scoped rules to inject status code errors or delays during mock runs to verify your app handles failure gracefully. Learn more: speedscale.com.