Publications

A research-focused write-up on detecting manipulated images, audio, and video using multimodal signals and practical evaluation methods.

Notes on designing agents that can use tools, remember context, and stay reliable in real workflows instead of only producing demos.

Short articles from safe lab environments covering reconnaissance, vulnerability basics, and defensive lessons learned.