Mutant Suite — Adversarial Mutation Lab for LLM Stress‑Testing

A locally‑run, fully custom adversarial mutation engine and model‑runner designed to probe LLM robustness, safety guardrails, and behavioral drift under extreme input transformations. Highlights:

• Modular mutation pipeline with over a dozen chaos operators
• Integrated model runner powered by local Ollama models
• Real‑time conversation logging with exportable transcripts
• Purpose‑built for red‑team evaluation, jailbreak discovery, and stress‑testing
• Demonstrates hands‑on adversarial methodology and UI engineering

Link: https://github.com/celewoczko/mutant-suite

Cat Chat Bot — Adversarial Sandbox for LLM Testing

A custom-built, local adversarial testing environment designed to probe model behavior, injection vulnerabilities, and safety guardrails. Highlights:

• Controlled sandbox for prompt-injection experiments
• Case study published on claire‑ware.com
• Demonstrates hands-on red‑team methodology

Link: https://github.com/celewoczko/cat-chat-bot

Pony bead Generator & Detector — Multimodal Creative ML Pipeline

A custom multimodal project combining generative pattern creation with machine‑learning‑based bead detection. Designed to explore how models interpret, classify, and reconstruct structured visual patterns.

Highlights:

• Generator for creating custom pony bead images
• ML detector for identifying bead color and defects
• Demonstrates multidisciplinary Arts & Technology + Computer Science background
• Showcases multimodal model evaluation and creative technical design

Link: https://github.com/celewoczko/Pony-Bead-LoRA https://github.com/celewoczko/Pony-bead-detector