> ls labs/

Labs

Interactive experiments. Peek under the hood of the systems powering this site.

SecurityLLM
Live Demo

Live Prompt Injection Tester

Type a message and watch the two-layer defense classify it in real time. See regex matches and LLM severity scores.

RAGEmbeddings
Live Demo

Embedding Similarity Explorer

Enter two text fragments and visualize their cosine similarity using Gemini Embedding 2. Compare how different phrasings map in vector space.

RAGpgvector
Coming Soon

RAG Retrieval Debugger

Query the knowledge base and see exactly which chunks are retrieved, with similarity scores. Compare vector-only, keyword-only, and hybrid results.

LLMNLP
Coming Soon

Style Fingerprint Analyzer

Type or paste text and see how the style detector classifies your writing: formality, verbosity, technical depth, humor, emoji usage.

LLMArchitecture
Coming Soon

Token Budget Calculator

Explore how context window budgets are allocated: system prompt + summary + RAG chunks + history. See what gets trimmed first.

Labs are experimental. Some may break. That's the point.