Drumforge – Free open-source interactive drum exercises
Clean interface for drum rudiments, but lacks novel interactive features.

AI-graded code reviews matched to your tech stack beats generic Secure Code Warrior courses.
Development teams needing practical AppSec training
Secure Code Warrior · SANS Security Training · Hack The Box
AppSec.fi is an interactive platform where developers learn application security hands-on, matched to their actual stack (languages, cloud provider, CI/CD). Exercises include real attacks, real defense, AI-evaluated code reviews, and simulated environments. Everything runs in the browser.
We're launching a 2-week free trial starting tomorrow (April 1st). Today is the last day to sign up as an early adopter, which gets you 50% off permanently if you continue.
Happy to answer any questions about the platform or AppSec training in general.
Clean interface for drum rudiments, but lacks novel interactive features.
Visual stack builder with compatibility hints, but AI recommendations aren't shipped yet.
One-line SDK swap + PR red-teaming with A-F grades—but 'detect-and-block' gateway category is well-funded.
Yet another code quality scanner when SonarQube and CodeClimate exist.
Stacked 3D Game of Life beats the flat grid, but it's still just Conway's automaton.
Turns pass/fail eval signals into reusable skills without retraining the model.