Demos! by Roy Rinberg

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Compression diagram
LLM-powered Arithmetic Compression

Lossless text compression via arithmetic coding over LLM probability distributions, with lightweight error correction for GPU non-determinism.

Inference Verification (in a TEE!)
Inference Verification in a TEE

Detect steganographic data exfiltration by verifying that LLM-generated text honestly came from a specific model. Reduces exfiltratable information by ~100x. Live Demo runs inside an Nvidia H200 Trusted Execution Environment.

QA Compression diagram
Question-Asking Compression

Live demo for "Question-Asking" Compression - a novel technique we invented in our paper which enables the compression of complex text in just 10 bits through the power of question asking! Check out the demo for a live demo of Haiku asking Opus questions.

Secrets
Private Secrets in Public Datasets!

I scraped a bunch of public datasets and found credentials - some of which are valid! password is `demo` (any username).

Privacy Policy Evaluator
Privacy Policy Evaluator

A webapp that lets you paste in any privacy policy and grades it for you, highlighting key concerns and scoring overall privacy practices.