← Yulan Galagoda
The Lab

Small tools that do something real.

Seven working instruments across security and machine learning — not screenshots or slideware. Paste something in and watch it happen: an attack fooling a neural network, a phishing link unmasked, a log stripped for indicators. Every one runs entirely in your browser.

  • Runs in your browser
  • Nothing you type is uploaded
  • Each shows its own working
CH-3 · Start here

Adversarial examples playground

Fool a neural network in real time. Draw or pick a digit, add an imperceptible perturbation, and watch the classifier flip while the image looks unchanged — a live, from-scratch FGSM/PGD attack. This is the idea at the centre of my research; if you try one thing here, try this.

FGSM · PGD · neural netsOpen the playground →

Built by Yulan Galagoda. No account, no cookies, no tracking inside the tools — the code for each is on the page it explains.