SPACE_README.md

---
title: DReamMachine - Dream A LiL(LLM) Dream
emoji: 🌟
colorFrom: purple
colorTo: pink
sdk: gradio
sdk_version: 4.0.0
app_file: app.py
pinned: false
license:
---

# 🌟 DReamMachine: Dream A LiL(LLM) Dream

**Multi-Agent LLM Orchestration System for Breakthrough Innovation Discovery**

## What Does This Do?

DReamMachine uses "controlled hallucination" to discover breakthrough innovations. Multiple specialized AI agents work together to:

1. **Dream** - 3 creative LLMs generate wild, innovative ideas
2. **Refine** - Writer/Logger/Narrator agents create coherent narratives
3. **Evaluate** - Deep analytical models assess feasibility
4. **Score** - Curator decides if ideas advance to the next life stage
5. **Evolve** - Successful ideas progress through simulated 100-year lifespans

## How to Use

### Quick Start

1. **Single Dream Round** tab:
   - Select a life stage (start with "init_1_25")
   - Click "Run Dream Round"
   - Wait 2-5 minutes for results
   - Review scores and outputs

2. **Batch Mode** tab:
   - Set number of rounds (5-10 recommended)
   - Set interval between rounds
   - Run to generate multiple ideas automatically

3. **Session History** tab:
   - View all past sessions
   - Track which ideas got high scores
   - See reforge-eligible concepts

## The 4 Life Stages

| Stage | Age | Focus |
|-------|-----|-------|
| **Init** | 1-25 | Foundational discovery (bold creativity) |
| **Mid** | 26-50 | Commercialization & crisis (real-world testing) |
| **Late** | 51-75 | Mass adoption & ethics (societal impact) |
| **Final** | 76-100 | Legacy & vision (long-term thinking) |

## Scoring

Ideas are scored on:
- **Originality** (1-10): How novel is it?
- **Feasibility** (1-10): Can it actually be built?
- **Global Impact** (1-10): How many people benefit?
- **Narrative Coherence** (1-10): Is the pitch compelling?

Ideas with **Feasibility > 7** AND **Originality > 5** advance to the next life stage!

## Example Output

The system might generate ideas like:
- Solar fiber blankets for portable energy
- Atmospheric water harvesters for drought regions
- Bio-responsive smart materials
- Neural interface learning systems
- And many more...

## Technical Details

**Architecture**: 7-step dream cycle with multi-agent orchestration

**Models Used**:
- Dreamers: Mixtral 8x7B, Llama 3 8B (high temperature)
- Analysts: Llama 3 70B (low temperature)
- Writers: Mistral 7B, Nous-Hermes (medium temperature)

**Data Storage**: All sessions logged to private HuggingFace Dataset

## Created By

**Dave Roby / DRStudios
 ** Claude / 4.5 Sonnet
 ** comet / Perplexity
 ** Gemini / Flash

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**"Let the LLMs imagine the future"** 🚀