README.md

metadata

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

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

# 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

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

{
    "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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