Guided systems / 6 tools
Workbenches
Larger, guided environments for planning, simulation, code generation, and technical practice.
Workbenches

Gradify: GPA & Graduation Planner
Calculate university GPA, plan a target, and explore grading scales. Includes Delta engineering transcript import, prerequisite checks, semester planning, and PDF reports.
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AI Script Generator
A guided, step-by-step builder that generates a complete, runnable Python training project - not a snippet - for YOLO detection, sensor time-series, and edge image classification.
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Security Mission
Build, validate, and learn security-tool commands for authorized labs - 22/22 eCPPT objectives covered, with safe shell quoting and secret redaction built in.
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Interactive PID Simulator
Tune proportional, integral, and derivative gains with a live physics loop to visualize system response.
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Sensor Code Generator
Generate Arduino, ESP-IDF, and PlatformIO boilerplate for common sensors to jumpstart hardware bring-up.
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ESP32 Battery Life & Power Estimator
Calculate ESP32 battery life from sleep and active duty cycles. Estimates total runtime and average current draw.
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