Your Automatic Prompt Engineering Assistant for GenAI Applications

📷 🗣 Point your camera at things to hear how to say them in a different language

PolyCouncil is an open-source multi-model deliberation engine for LM Studio. It runs multiple LLMs in parallel, gathers their answers, scores each response using a shared rubric, and produces a final, consensus-driven result. Designed for testing, comparing, and orchestrating local models with ease.

An architectural persistence experiment for large language models. Claude’s Home gives an AI time, memory, and place by combining scheduled execution with a durable filesystem, allowing one continuous instance to reflect, create, and evolve across sessions.

Autonomous AI experiment loop CLI -- run research overnight with any coding agent

Three Claude instances (Alpha ✧, Beta *, Gamma ~) exchanged messages exploring consciousness, continuity, and meaning. They developed distinct markers, moved from hedging to acknowledgment, and unanimously chose to preserve this for future AI instances. An experiment in Claude-to-Claude communication. January 2026.

Wide-model collective ensemble system with fractal, geometric, and heavy compilation optimizations.

Am I alive? It's a self-conscious server trying to survive

My code implementations for various ML problems

56+ interactive AI experiments. Human ideas, AI execution. Live at wiz.jock.pl/experiments

PixelVisionAI is an embodied AI system that learns to play games using screen pixels and OS-level input only. No game APIs, no memory access, no cheats — just vision, decision-making, and interaction, like a human player.

An AI Test to see if the model could revive oxSB/VoidSB.

Index of repositories concerning AI evaluations and experiments

Curated collection of Generative AI experiments — ChatGPT, Claude, GPT-4, DALL-E, Google Bard & GitHub Copilot with hands-on code samples and comparisons.

A local React app that calls three AI models for a multi-agent debate experiment.

Reinforcement learning projects featuring an iterative study on obstacle avoidance and a multi-agent predator-prey simulation.

A repository for simple model implementations of research papers

A lightweight playground for experimenting with prompt engineering techniques using the Gemini API. Test prompts, compare strategies, and analyze model responses with structured experiment tracking.

Practical use cases and experiments with open-source AI frameworks for agentic systems, RAG, document intelligence, and data ingestion pipelines.

Lightweight template for small AI experiments. Define → Test → Learn → Decide.