AI coding agents might be all the rage, but they should come with a serious warning label: Use (or let loose) at your own risk.
Agents perform tasks on your computer autonomously with little human direction. However, Amazon reportedly traced two recent AWS outages to engineers using its Kiro AI coding assistant, which launched in July 2025 with a mission to “tame the complexity” of vibe coding.
(Credit: Amazon)
Amazon provided an internal post-mortem on one of the disruptions, which happened in December, lasted approximately 13 hours, and impacted a single service in China. However, employees told the FT that it was the second time in as many months that Amazon’s AI tools were involved in a service incident. (Both were unrelated to the massive October AWS incident that seemed to take down half the internet.)
In a statement, Amazon told PCMag that the December outage was an “extremely limited event.” It impacted AWS Cost Explorer—which helps customers visualize, understand, and manage AWS costs and usage over time—in one of two regions in Mainland China, but did not affect compute, storage, database, AI technologies, or other services run by Amazon.
The Kiro tool reportedly took it upon itself to “delete and recreate the environment,” the FT says. However, Amazon disputes the characterization; it says the events were “not linked to agents” and instead “stemmed from a misconfigured role—the same issue that could occur with any developer tool (AI powered or not) or manual action.”
Kiro will ask engineers before taking any major actions, but apparently, the person involved in the December incident had permission to deploy changes to production without a second approval, suggesting it could be a management problem.
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In any case, it’s safe to say AI coding agents are creating a major wrinkle in how tech companies diagnose and prevent issues. Rogue agents are not uncommon; one deleted a startup’s entire database without asking for permission, then apologized to the user.
“Oh, so when it works, it’s ‘agentic,’ but when it fails, it’s actually ‘user error,'” says one Redditor in response to the incident.
“The part that gets me is that this wasn’t some startup moving fast and breaking things,” adds another. “If [Amazon] can’t get the guardrails right, the rest of us should probably pump the brakes on giving these tools write access to anything that matters.”
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Amazon may have been quick to dismiss the AI’s involvement, since products like Kiro are en vogue and competing with the likes of Claude Code. AI agents are capturing particular interest this year, most recently with the viral OpenClaw coding tool, whose creator was recruited to OpenAI last week to accelerate its agentic products, despite OpenClaw’s security issues.
At the same time, it could be beneficial for Amazon to maintain accountability for its engineers when using AI tools. It can be easy to simply approve AI-generated code without taking the time to make sure it works. While many programmers are hooked on AI-powered coding, enjoying how it can take menial tasks off their plate, others are concerned about hidden security issues, bugs, and tech debt created by agents that have yet to be discovered.
Editors’ Note: This story was updated with comment from Amazon.
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Emily Forlini
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As a news and features writer at PCMag, I cover the biggest tech trends that shape the way we live and work. I specialize in on-the-ground reporting, uncovering stories from the people who are at the center of change—whether that’s the CEO of a high-valued startup or an everyday person taking on Big Tech. I also cover daily tech news and breaking stories, contextualizing them so you get the full picture.
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