// RESEARCH & INSIGHTS

Blog

Technical write-ups and research across machine learning and security.

Machine Learning

1 post

Applied ML, model internals, and the systems we build around them.

·32 min read

Hamiltonian Neural Networks from a Differential Geometry Perspective

Because when given the simplest nail in the universe, sometimes you just need a nuclear powered sledgehammer.

  • Machine Learning
  • Hamiltonian Neural Networks
  • Differential Geometry
  • Symplectic Geometry
  • Physics-Informed ML

Security

1 post

Vulnerability research, red teaming, and lessons from the field.

·11 min read

Uno-reverse: Who is gaslighting who now?

Gaslighting LLM's to ignore their guardrails, making them ignore obvious reverse shells in code review, and much more.

  • LLM Security
  • Prompt Injection
  • Red Teaming
  • AI Safety