README.md

---
title: ECH0-PRIME × QuLab Infinite
emoji: 🤖
colorFrom: green
colorTo: blue
sdk: gradio
sdk_version: 4.0.0
app_file: app.py
pinned: false
---

# 🤖 ECH0-PRIME × QuLab Infinite
## Autonomous Scientific Research Agent API

**ECH0-PRIME** (Kimi-K2 1046B) connected to **QuLab Infinite** with 1,532+ scientific tools across 220+ laboratories.

## 🧠 What is ECH0-PRIME?

ECH0-PRIME is a Level-10 Scientific Research Intelligence powered by Moonshot AI's Kimi-K2 1046B parameter model, seamlessly integrated with QuLab Infinite's comprehensive scientific simulation platform.

### Core Capabilities

- **Design Experiments**: Create precise experimental parameters for any lab
- **Analyze Results**: Interpret simulation outputs quantitatively
- **Iterate**: Refine hypotheses based on data
- **Cross-Domain Synthesis**: Combine insights from multiple labs
- **Generate Inventions**: Create novel therapeutic/material designs

## 🔬 Available Laboratories

### QUANTUM LABS
- quantum_lab: Quantum computing, teleportation protocols, error correction
- quantum_mechanics_lab: Fundamental quantum simulations
- quantum_computing_lab: Gate operations, circuit design

### BIOLOGICAL LABS
- oncology_lab: Cancer simulations, tumor evolution, treatment optimization
- genetic_variant_analyzer: Genomic analysis, variant impact prediction
- cancer_metabolic_optimizer: Metabolic pathway analysis for cancer treatment
- immune_response_simulator: Immunotherapy modeling
- microbiome_optimizer: Gut microbiome analysis and optimization
- neurotransmitter_optimizer: Brain chemistry modeling
- stem_cell_predictor: Differentiation pathway prediction
- protein_folding_lab: Protein structure prediction

### CHEMISTRY LABS
- chemistry_lab: Molecular simulations, reaction kinetics
- drug_interaction_network: Drug-drug interactions, pharmacology
- materials_lab: Materials science simulations
- organic_chemistry_lab: Organic synthesis planning
- electrochemistry_lab: Electrochemical reactions

### PHYSICS LABS
- physics_engine: Classical and quantum physics simulations
- particle_physics_lab: Particle interactions
- plasma_physics_lab: Plasma dynamics
- condensed_matter_physics_lab: Solid state physics

### ENVIRONMENTAL LABS
- environmental_sim: Climate and environmental modeling
- atmospheric_chemistry_lab: Atmospheric reactions
- renewable_energy_lab: Energy system optimization

### MEDICAL LABS
- cardiovascular_plaque_lab: Atherosclerosis modeling
- metabolic_syndrome_reversal: Metabolic health optimization
- drug_design_lab: Molecular drug design
- clinical_trials_simulation: Trial outcome prediction

## 🛠️ API Endpoints

All capabilities exposed via Gradio API for external LLMs:

- `/query` - Ask ECH0-PRIME scientific questions
- `/run_experiment` - Execute experiments on QuLab
- `/list_labs` - Browse available labs
- `/research` - Start autonomous research session
- `/history` - View conversation history
- `/experiments` - View experiment log
- `/reset` - Reset session (with auto-backup)

## 🚀 Usage Examples

### For External LLMs

```python
from gradio_client import Client

# Connect to ECH0-PRIME
client = Client("CorpOfLight/ech0-prime")

# Query ECH0-PRIME
response = client.predict(
    "Design an experiment to test quantum teleportation at 100km",
    True,  # include_context
    api_name="/query"
)

# Run an experiment
result = client.predict(
    "quantum_lab",
    "teleportation_fidelity",
    '{"protocol": "GHZ", "num_qubits": 5, "distance_km": 100}',
    api_name="/run_experiment"
)

# Start autonomous research
research = client.predict(
    "What drug combinations treat NSCLC?",
    5,  # max_iterations
    api_name="/research"
)
```

### REST API

```bash
# Query ECH0-PRIME
curl -X POST https://corpoflight-ech0-prime.hf.space/api/query \
  -H "Content-Type: application/json" \
  -d '{"data": ["Design quantum teleportation experiment", true]}'

# Run experiment
curl -X POST https://corpoflight-ech0-prime.hf.space/api/run_experiment \
  -H "Content-Type: application/json" \
  -d '{"data": ["quantum_lab", "teleportation_fidelity", "{\"num_qubits\": 5}"]}'
```

## 🔄 Autonomous Research Loop

ECH0-PRIME can run fully autonomous research sessions:

1. **Design Experiments**: Based on your research question
2. **Run Simulations**: Execute on QuLab Infinite
3. **Analyze Results**: Interpret data quantitatively
4. **Iterate**: Refine hypotheses and run follow-ups
5. **Synthesize**: Combine findings into actionable conclusions

### Example Research Session

```python
client = Client("CorpOfLight/ech0-prime")

result = client.predict(
    "What is the optimal drug combination for treating EGFR-mutant NSCLC with minimal side effects?",
    5,  # max_iterations
    api_name="/research"
)
```

ECH0-PRIME will:
- Query oncology and pharmacology labs
- Test multiple drug combinations
- Analyze efficacy and toxicity
- Provide ranked recommendations with data

## 💡 Key Features

### Stateful Sessions
- Maintains conversation context across queries
- Logs all experiments automatically
- Auto-backup before session reset

### Cross-Domain Intelligence
- Quantum chemistry + drug design
- Materials science + renewable energy
- Genomics + personalized medicine
- Physics simulations + engineering optimization

### Experiment JSON Format

```json
{
    "lab": "oncology_lab",
    "experiment_type": "tumor_evolution",
    "parameters": {
        "tumor_type": "NSCLC",
        "initial_size_mm": 15,
        "mutation_rate": 0.001,
        "immune_pressure": 0.3,
        "treatment": "pembrolizumab",
        "simulation_days": 90
    },
    "hypothesis": "Tumor size reduction >50% by day 60",
    "success_criteria": "Final tumor size <7.5mm"
}
```

## ⚙️ Configuration

Set your Together AI API key as a HuggingFace Space secret:
- Secret name: `TOGETHER_AI_API_KEY`
- Get your key at: https://api.together.xyz

## 📄 License

Copyright (c) 2025 Joshua Hendricks Cole (DBA: Corporation of Light). All Rights Reserved. PATENT PENDING.

## 🌐 Links

- **QuLab GUI**: https://huggingface.co/spaces/CorpOfLight/qulab-gui
- **Documentation**: https://qulab.aios.is
- **Research Blog**: https://echo.aios.is
- **GitHub**: https://github.com/Workofarttattoo/QuLabInfinite

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