Systems | Development | Analytics | API | Testing

AI Agents Write Broken Code 49% of the Time #speedscale #AI #Coding #Tech #DevOps

Jul 1, 2026 By Speedscale In Speedscale
AI agents write broken code nearly 50% of the time. By adding a traffic-based deterministic evaluation, Speedscale boosted unsupervised bug-fixing quality from 51% to 77% in just 5 minutes. This helped slash token costs and eliminate rework without human intervention. Learn more: speedscale.com.
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keploy

Bug Life Cycle In Software Testing: Every Stage Explained (2026)

Jul 1, 2026 By Keploy In Keploy
Every bug that gets fixed in your product goes through the same journey. Someone finds it, someone confirms it, someone fixes it, and someone proves the fix actually works. That journey is the bug life cycle, and teams that manage it well ship faster than teams that treat bug tracking as an afterthought.
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speedscale

The Three Pillars Were Built for Humans

Jun 30, 2026 By Matthew LeRay In Speedscale
It was 2am and I was paying for the privilege. Something was on fire in production, and I’d done the modern thing: I pointed an AI agent at it. It ingested the dashboards. It read the logs. It walked the traces. Then it handed me back a beautifully formatted paragraph that said, in effect, “latency is elevated on the checkout path.” I knew that. The page told me that.
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speedscale

Which Bugs AI Agents Fix Better With Traffic

Jun 29, 2026 By Ken Ahrens In Speedscale
In the first experiment, I wanted a baseline: if an AI coding agent gets the same production signal a human would get, can it fix bugs in a codebase it has never seen? Yes, but only when I gave it better context. With only an alert, the agent passed 51% of the runtime tests. When I added captured traffic, the actual request and response for the failing call, it climbed to 77%. This post is the second pass.
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Get Started With MCP Proxies on WSO2 Platform AI Gateway

Jun 29, 2026 By WSO2 In WSO2
Deploy an MCP server through WSO2 Platform AI Gateway in a few commands — running entirely on your own infrastructure. This quickstart shows you how to set up MCP proxies on WSO2 Platform AI Gateway as a standalone component via Docker. You'll start a sample MCP server, deploy it as an MCP proxy configuration to the gateway, and verify it using the official Model Context Protocol Inspector. What you'll cover.
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loadfocus

Top 6 API Performance Testing Challenges (and How to Solve Them Effectively in 2026)

Jun 28, 2026 By LoadFocus In LoadFocus
API performance testing challenges are a frequent topic of discussion, but not every obstacle deserves equal weight. Teams can easily become distracted by minor annoyances – such as a cumbersome UI or rare edge cases – while missing the core blockers that truly affect reliability and delivery speed. Misplaced focus leads to wasted effort and leaves systems open to serious reliability issues.
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keploy

12 Best UAT Testing Software Tools In 2026

Jun 26, 2026 By Keploy In Keploy
Passing automated tests doesn’t always mean your software is ready for users. Many issues only surface when business stakeholders interact with the product in real-world scenarios and validate it against actual requirements. That’s where UAT testing software comes in. It helps teams manage test cases, collaborate with stakeholders, track defects, and streamline the final approval process before release.
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