Decipher. Automate. Defend.

CipherScale Labs is my personal cybersecurity lab where I explore how hacking, automation, and AI intersect. I build and test tools that uncover vulnerabilities, simulate attacks, and analyze threats — all with the goal of understanding how systems break and how they can be defended.

Every project is a hands-on experiment in offensive and defensive security, blending Python, malware analysis, and ethical hacking to turn curiosity into practical skill.

ThreatLog Automator is a Python-based tool for monitoring system logs. It has two modes: real-time detection for catching issues as they happen, and replay mode for digging through past logs in bulk. It uses SQLite to store alerts so you can review them anytime.

Key Features:

• Follow Mode: Detect failed logins and suspicious sudo activity in real time
• Replay Mode: Analyze historical logs for missed events or trends
• SQLite Database: Store and review alerts efficiently

Tech Stack:
Python, SQLite

Wi-fi Sentinel

A $30 M5Stack Cardputer programmed into a self contained wireless reconnaissance tool.

Autonomous scanning: Powers on and immediately scans for nearby networks. Color-coded display shows signal strength in real time. Runs on MicroPython with UIFlow2 APIs, no external computer required.