Jan 25 · 1 min read · I’ve been thinking about starting a blog for a while.Not because I have figured out everything,but because i don’t. I’m a student, still learning, still doubting sometimes,still trying to grow.This space is where i document what am learning what i’m ...
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Jan 10 · 2 min read · For a long time, my tech journey looked like this:watch tutorials → save ideas → plan projects → never actually build. I knew concepts. I understood frameworks. I had “ideas.”But I didn’t have anything real to show. So I made one decision: stop prepa...
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Dec 10, 2025 · 5 min read · Why I Chose the SOC Path — My Story So Far If you told me two years ago that I’d be writing my first blog about cybersecurity, I would have laughed. Not because I wasn’t interested — but because I never imagined that I would be the kind of person who...
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Dec 6, 2025 · 5 min read · Starting My Tech + Cybersecurity Journey in College 🚀 Hi, I’m Ved — a 3rd-year college student who finally stopped overthinking and decided to actually start building something in my life. For the longest time, I felt stuck. No big achievements, no ...
Join discussionDec 5, 2025 · 3 min read · 1. Introduction — Moving From Diagnostics to Prognostics ⚙️📡 After building the cycle analytics layer (Blog 12), the shift engine (Blog 13), and the event correlation engine (Blog 14), the CNC system had reached real-time operational intelligence. B...
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Dec 2, 2025 · 4 min read · How I transformed raw CNC machine events into utilization metrics, downtime insights, performance dashboards, and predictive indicators. Introduction — When Clean Data Isn’t Enough Anymore After fixing signal noise, stabilizing PLC inputs, and build...
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Dec 1, 2025 · 2 min read · In CNC monitoring, raw machine signals are unreliable. Spikes, unstable transitions, timestamp errors, and missing fields can break your analytics — especially OEE. So in Blog #11, I explain how I built a full CNC Data Validation Layer that cleans an...
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