3d ago · 3 min read · A discussion on V2EX recently surfaced a tool called Pangu RCA — an AI-powered log analysis system designed to automate root cause analysis. The post didn't go viral outside Chinese developer circles, but it raised questions that matter everywhere: W...
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Feb 4 · 3 min read · In the AI era, where agents generate decent code fast, the idea that great developers just produce more is even harder to defend. Output isn't the differentiator. When I think about one skill that separates good developers from exceptional ones, it's...
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Jan 29 · 7 min read · When confronted with intricate issues, organizations frequently become trapped in a continuous loop of short-term solutions and recurring problems. Nevertheless, the advent of root-cause analysis brings forth a revolutionary method, revealing the hid...
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Nov 4, 2025 · 3 min read · Kubernetes is awesome! It lets you manage your applications like a pro, scaling them up and down as needed. But let's face it, as your Kubernetes cluster grows, so does the noise. Suddenly, you're bombarded with alerts – a constant stream of warnings...
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Oct 7, 2025 · 10 min read · You know that frustrating moment when something goes wrong at work, and everyone immediately rushes to quick fixes without truly understanding the root of the problem? This is where root cause analysis (RCA) comes in to help. Let me guide you through...
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Sep 3, 2025 · 7 min read · In modern manufacturing, time isn't just money—it's a competitive advantage. The longer a problem lingers, the more it costs in downtime, defects, customer dissatisfaction, and lost trust. For plant managers, VPs of manufacturing, CI leaders, and ope...
Join discussionAug 18, 2025 · 2 min read · When it comes to incident analysis and operational risk, most teams fall into two extremes — either overcomplicating the RCA process, or skipping it altogether. I work in IT Governance and Compliance, and I’ve seen firsthand how RCA reporting often b...
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Jun 27, 2025 · 7 min read · Since I started in technology in 1992 (over three decades ago!), I’ve encountered countless scenarios where I was expected to “do more with less.” Whether it meant delivering more with fewer team members or working within constrained hardware resourc...
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Jun 18, 2025 · 6 min read · Basics of ML I began my machine learning journey by understanding what the machine learns. We know the data we obtain in todays world can be fitted with various functions which help us to understand the trends in the data and allows us to make predic...
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May 30, 2025 · 4 min read · Effective complaint management involves structuring and analyzing high-volume complaint data to uncover systemic issues and customer insights. By utilizing AI and automation, organizations can enhance categorization, predict trends, and refine strate...
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