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Sterling Green

Full-Stack Engineer

Engineering production-grade web platforms, custom software, and intelligent automation for businesses that depend on them.

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GumroadNext

Python, observability

Enterprise AI Sentry

Intelligent container monitoring and root cause analysis powered by LLMs.

Enterprise AI Sentry Gumroad cover showing the Python incident agent product listing artwork.

Challenge

Operators are often overwhelmed by noisy logs and struggle to identify the root cause of container failures during incidents.

Solution

An AI-powered observability agent that monitors containerized environments. It reacts to log errors and container events in real-time, utilizing LangChain for root cause analysis (RCA) and posting actionable summaries directly to team communication channels.

Impact

Faster incident resolution through automated AI analysis; available as a standalone sidecar or part of the Enterprise Master Bundle.

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