Tag: ML
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Finishing the Sequence‑Modeling Experiment
Closing This Chapter As of now, almost end of 2025, I’m wrapping up this sequence‑modeling project. Not because it failed but because it achieved exactly what it was meant to: deep technical understanding. This was never intended for production. It was designed as a laboratory for learning the lowest layers of ML architecture. And it…
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Starting the Sequence‑Modeling Experiment
Why I’m Beginning This Project Right now, in October 2024, I’m launching a research project built around a simple but provocative question: Can network behavior be modeled the same way we model language? Not as static events. Not as signatures. But as sequences with structure, grammar, and predictability. Network traffic has patterns. It has transitions.…
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Does AI help us in security operations?
it does but only if it is originated from a intelligent programmer. AI is as smart as the people who did its modeling. an artificial intelligence cannot be more intelligent than its origination. presuming AI will be helping us securing cyberspace is like presuming we will have a accurate Accounting system or flawless GL just…