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Yashab alam

Founder ZehraSecย โ€ขย 5m

Thrilled to share a key milestone in the development of LEWIS (Linux Environment Working Intelligence System) โ€“ our AI-powered cybersecurity assistant! Today, I trained and saved our first threat detection model using a pipeline of TfidfVectorizer and LogisticRegression via scikit-learn. This model will help LEWIS analyze log data and detect potential security threats in real-time. Hereโ€™s what it includes: Custom dataset parsing from JSON logs Training/validation data split (80/20) A clean scikit-learn pipeline Exported .pkl model for seamless integration into LEWIS backend The best part? Itโ€™s just one of many ML components weโ€™re integrating to make LEWIS smarter every day. Stay tuned as we continue developing advanced threat analysis, self-healing systems, and real-time cybersecurity automation โ€“ all from the command line to the cloud. If you're passionate about AI, security, or hacking tools โ€“ letโ€™s connect!

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