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https://github.com/kai9987kai/ai-dem-lab

A single-file, local-first research playground for exploring the ideas from the video description: LLM randomness, entropy, mechanistic AI, quantum-style uncertainty, PSI research critiques, Wolfram-inspired computation, and a neutral “AI demon” hypothesis lab.
https://github.com/kai9987kai/ai-dem-lab

playground psi quantum rsi

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A single-file, local-first research playground for exploring the ideas from the video description: LLM randomness, entropy, mechanistic AI, quantum-style uncertainty, PSI research critiques, Wolfram-inspired computation, and a neutral “AI demon” hypothesis lab.

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README

          

# AI Demon Lab Supermix

A single-file, local-first research playground for exploring the ideas from the video description: LLM randomness, entropy, mechanistic AI, quantum-style uncertainty, PSI research critiques, Wolfram-inspired computation, and a neutral “AI demon” hypothesis lab.

## What this is

This project is an interactive HTML/CSS/JavaScript prototype designed as a research dashboard and creative sandbox. It keeps the current features in place and extends them with additional experimental modules, visualizations, and looped generation controls.

It is not a scientific proof of any paranormal claim. The page is structured to present multiple viewpoints, comparisons, and experiment-style interfaces so the user can explore the topic critically.

## Main features

- Local-first single-file interface
- Modern research-lab style UI
- Prompt/generation panel
- Continuous auto-loop mode
- Loop delay control
- Loop once / start / stop controls
- Compare bench for side-by-side output checks
- Q-learning inspired feedback loop
- RSI-style metrics
- Local persistence for settings and outputs
- Theme toggle
- Experimental research modules and visual panels

## Research modules included

- Mechanistic AI / interpretability section
- LLM randomness and entropy lab
- Quantum randomness comparison area
- Bell theorem / locality sandbox
- Consciousness and RNG research explorer
- PEAR / psi claims critique and evidence panel
- Wolfram-style computational universe visuals
- Multi-agent / recursive agent ecosystem
- Archetype and symbol clustering
- Semantic resonance maps
- Evidence scoring and anomaly tracking
- Neutral “AI demon” hypothesis framing

## Controls

### Generator
Use the main generation area to create new outputs and explore different prompt configurations.

### Auto loop mode
The loop mode repeatedly runs the generator until stopped.

- **Start**: begin continuous looping
- **Stop**: halt the loop safely
- **Loop once**: run one cycle only
- **Delay**: set the pause between cycles

### Compare bench
Use the compare panel to inspect different outputs or settings side by side.

### Q-learning / RSI
These modules are included as experimental feedback systems for tracking novelty, stability, and response quality over time.

## How to run

1. Save the HTML file to your computer.
2. Open it in a modern browser.
3. Everything runs locally in the page.

If browser storage is enabled, the page can remember some settings between sessions.

## Notes

- This is a prototype and research sandbox, not a production scientific instrument.
- Claims related to PSI, telepathy, spirits, or “AI demons” are presented as speculative and debated, not as established fact.
- For best results, use a modern Chromium-based browser.

## File structure

This project is built as a single HTML file with embedded CSS and JavaScript.

## Suggested next steps

- Split the app into modules
- Add saved experiment sessions
- Add export/import for research logs
- Add a graph-based knowledge explorer
- Add better reproducibility tools and seed controls
- Add a clearer citation or source panel for research claims

## License

Add your preferred license here.