Qwen3.5-21B-Claude-4.6-Opus-Deckard-Heretic-Uncensored-Thinking
2
1
license:apache-2.0
by
DavidAU
Image Model
OTHER
21B params
New
2 downloads
Early-stage
Edge AI:
Mobile
Laptop
Server
47GB+ RAM
Mobile
Laptop
Server
Quick Summary
AI model with specialized capabilities.
Device Compatibility
Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
20GB+ RAM
Training Data Analysis
🟡 Average (4.3/10)
Researched training datasets used by Qwen3.5-21B-Claude-4.6-Opus-Deckard-Heretic-Uncensored-Thinking with quality assessment
Specialized For
general
science
multilingual
reasoning
Training Datasets (3)
common crawl
🔴 2.5/10
general
science
Key Strengths
- •Scale and Accessibility: At 9.5+ petabytes, Common Crawl provides unprecedented scale for training d...
- •Diversity: The dataset captures billions of web pages across multiple domains and content types, ena...
- •Comprehensive Coverage: Despite limitations, Common Crawl attempts to represent the broader web acro...
Considerations
- •Biased Coverage: The crawling process prioritizes frequently linked domains, making content from dig...
- •Large-Scale Problematic Content: Contains significant amounts of hate speech, pornography, violent c...
wikipedia
🟡 5/10
science
multilingual
Key Strengths
- •High-Quality Content: Wikipedia articles are subject to community review, fact-checking, and citatio...
- •Multilingual Coverage: Available in 300+ languages, enabling training of models that understand and ...
- •Structured Knowledge: Articles follow consistent formatting with clear sections, allowing models to ...
Considerations
- •Language Inequality: Low-resource language editions have significantly lower quality, fewer articles...
- •Biased Coverage: Reflects biases in contributor demographics; topics related to Western culture and ...
arxiv
🟡 5.5/10
science
reasoning
Key Strengths
- •Scientific Authority: Peer-reviewed content from established repository
- •Domain-Specific: Specialized vocabulary and concepts
- •Mathematical Content: Includes complex equations and notation
Considerations
- •Specialized: Primarily technical and mathematical content
- •English-Heavy: Predominantly English-language papers
Explore our comprehensive training dataset analysis
View All DatasetsCode Examples
Way #4: Atmospheric Water Generation at Scaletext
┌─────────────────────────────────────────────────────────────────┐
│ ATMOSPHERIC WATER GENERATION │
├─────────────────────────────────────────────────────────────────┤
│ │
│ 1000 m² installation in Arizona (dry night) │
│ Expected production: 150-200 liters/hour │
│ Annual production: 300-600 tons │
│ │
│ ┌─────────────────────────────────────────────────────────────┐
│ │ YEAR 1: 100 tons water (100,000 liters) │
│ │ YEAR 2: 120 tons water (120,000 liters) │
│ │ YEAR 3: 130 tons water (130,000 liters) │
│ │ │
│ │ ┌───────────────────────────────────────────────────────┐ │
│ │ │ Water Quality: 95%+ pure, no chemicals required ││
│ │ │ Bacteria: 0.5-1.5 BAC (below WHO standards) ││
│ │ └───────────────────────────────────────────────────────┘ │
│ └─────────────────────────────────────────────────────────────┘
│ │
│ COST COMPARISON: │
│ ┌─────────────────────────────────────────────────────────────┐│
│ │ Source | Cost per Liter ││
│ │ Desalination | $0.50 - $1.20 ││
│ │ Atmospheric Water | **$0.02 - $0.10** ││
│ └─────────────────────────────────────────────────────────────┘│
│ │
│ 50,000 m² system in Nevada (2025 pilot): │
│ • 10,000 liters/day at peak │
│ • 3,500 liters/week at average │
│ • 1,250,000 liters/month │
└─────────────────────────────────────────────────────────────────┘Solar Panel Cooling Panel Specificationstext
┌─────────────────────────────────────────────────────────────────┐
│ RADIATIVE COOLING PANEL SPECIFICATIONS │
├─────────────────────────────────────────────────────────────────┤
│ │
│ ┌─────────────────────────────────────────────────────────────┐│
│ │ MATERIALS: │ ││
│ │ • Emissivity: 0.92-0.96 (optimal: 0.95) │ ││
│ │ • Atmospheric transparency: 8-14 micrometers │ ││
│ │ • Surface roughness: 0.5-2 mm │ ││
│ │ • Thickness: 0.5-1.5 mm │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│
│ │ THERMAL PERFORMANCE: │ ││
│ │ • Cooling power: 80-130 W/m² │ ││
│ │ • Temperature gradient: 3-5°C below ambient │ ││
│ │ • Peak cooling: 10-12°C below ambient │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│
│ │ MECHANICAL STRUCTURE: │ ││
│ │ • Mounting: Flush or elevated (10-20 cm) │ ││
│ │ • Orientation: Tilted 10-30° (optimal: 20°) │ ││
│ │ • Spacing: 1-2 cm between panels │ ││
│ │ • Durability: 3-5 years (60+ years potential) │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│
│ │ COST STRUCTURE: │ ││
│ │ • Panel cost: $80-150 per m² │ ││
│ │ • Installation: $20-50 per m² │ ││
│ │ • Maintenance: $5-10 per m²/year │ ││
│ │ • Net cost: $100-200 per m² │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│
│ │ PERFORMANCE IMPROVEMENT: │ ││
│ │ • Energy output: +2-4% daily │ ││
│ │ • Energy output: +1-2% annually │ ││
│ │ • ROI: 3-5 years │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
└─────────────────────────────────────────────────────────────────┘Implementation Roadmaptext
┌─────────────────────────────────────────────────────────────────┐
│ IMPLEMENTATION ROADMAP │
├─────────────────────────────────────────────────────────────────┤
│ │
│ PHASE 1: RESEARCH & DEVELOPMENT (1-2 years) │ │
│ ┌─────────────────────────────────────────────────────────────┐│ │
│ │ • Develop material specifications │ ││
│ │ • Build prototype panels │ ││
│ │ • Test performance metrics │ ││
│ │ • Evaluate cost structures │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ PHASE 2: SMALL-SCALE IMPLEMENTATION (2-4 years) │ │
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ • 10-100 m² demonstration sites │ ││
│ │ • 1-10 residential/commercial buildings │ ││
│ │ • Collect performance data │ ││
│ │ • Optimize installation methods │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ PHASE 3: LARGE-SCALE IMPLEMENTATION (4-8 years) │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ • 100-10,000 m² implementation │ ││
│ │ • 10-100 buildings │ ││
│ │ • 100-10,000 m² panels │ ││
│ │ • 10-100 km² urban areas │ ││
│ │ • 10-100 m² water production │ ││
│ │ • 10-100 m² food storage │ ││
│ │ • Establish supply chains │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ PHASE 4: FULL-SCALE IMPLEMENTATION (8-12 years) │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ • 1,000-10,000 m² panels │ ││
│ │ • 10,000-100,000 m² urban areas │ ││
│ │ • 1,000-10,000 m² water production │ ││
│ │ • 10,000-100,000 m² food storage │ ││
│ │ • 1,000-10,000 m² industrial cooling │ ││
│ │ • 1,000-10,000 m² solar panel cooling │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ TIMETIMESTANDER: │ ││
│ │ • Year 1: 1-2 million m² │ ││
│ │ • Year 2: 5-10 million m² │ ││
│ │ • Year 4: 20-50 million m² │ ││
│ │ • Year 8: 50-100 million m² │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
└─────────────────────────────────────────────────────────────────┘Material Cost Analysistext
┌─────────────────────────────────────────────────────────────────┐
│ MATERIAL COST ANALYSIS │
├─────────────────────────────────────────────────────────────────┤
│ │
│ ┌─────────────────────────────────────────────────────────────┐│
│ │ STANDARD MATERIALS: │ ││
│ │ • Silver: $50-100 per m² │ ││
│ │ • Aluminum: $15-30 per m² │ ││
│ │ • Copper: $10-25 per m² │ ││
│ │ • Carbon: $5-15 per m² │ ││
│ │ • Lead: $20-40 per m² │ ││
│ │ │ ││
│ │ ┌──────────────────────────────────────────────────────────┐│ ││
│ │ │ OPTIMAL MATERIALS: │ ││
│ │ │ • Carbon: $2-5 per m² │ ││
│ │ │ • Silver: $20-40 per m² │ ││
│ │ │ • Aluminum: $5-15 per m² │ ││
│ │ │ • Copper: $3-8 per m² │ ││
│ │ │ • Nitrate: $1-3 per m² │ ││
│ │ └──────────────────────────────────────────────────────────┘│ ││
│ │ │ ││
│ │ ┌──────────────────────────────────────────────────────────┐│ ││
│ │ │ TOTAL COST STRUCTURE: │ ││
│ │ │ • Material: $50-150 per m² │ ││
│ │ │ • Processing: $20-50 per m² │ ││
│ │ │ • Installation: $10-30 per m² │ ││
│ │ │ • Testing: $5-15 per m² │ ││
│ │ │ ┌──────────────────────────────────────────────────────────┐│ ││
│ │ │ │ STANDARD: $100-200 per m² │ ││
│ │ │ │ OPTIMAL: $50-100 per m² │ ││
│ │ │ └──────────────────────────────────────────────────────────┘│ ││
│ │ └──────────────────────────────────────────────────────────┘│ ││
│ └─────────────────────────────────────────────────────────────────┘│ ││
└─────────────────────────────────────────────────────────────────┘Implementation Examplestext
┌─────────────────────────────────────────────────────────────────┐
│ BUILDING RETROFIT EXAMPLE │
├─────────────────────────────────────────────────────────────────┤
│ │
│ ┌─────────────────────────────────────────────────────────────┐│
│ │ Building: 500 m² commercial space │ ││
│ │ • Location: Phoenix, AZ │ ││
│ │ • Current AC load: 100 kW │ ││
│ │ • Peak AC load: 150 kW │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ RADIATIVE COOLING IMPLEMENTATION: │ ││
│ │ • Panel area: 500 m² (100% of roof) │ ││
│ │ • Emissivity: 0.95 (optimal) │ ││
│ │ • Cooling power: 150 W/m² (optimized) │ ││
│ │ • Temperature reduction: 5-8°C │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ PERFORMANCE IMPROVEMENT: │ ││
│ │ • AC load reduction: 50-70% (75-105 kW) │ ││
│ │ • Energy savings: 50-70% (50-75 kW) │ ││
│ │ • Cost savings: $5000-7000 annually │ ││
│ │ • ROI: 2-3 years (at $0.10/kWh) │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ COST STRUCTURE: │ ││
│ │ • Panel cost: $150-250 per m² │ ││
│ │ • Installation: $20-50 per m² │ ││
│ │ • Maintenance: $5-10 per m²/year │ ││
│ │ • Net cost: $200-300 per m² │ ││
│ │ • Annual cost: $2-5 per m² │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
└─────────────────────────────────────────────────────────────────┘Example 2: Solar Panel Coolingtext
┌─────────────────────────────────────────────────────────────────┐
│ SOLAR PANEL COOLING EXAMPLE │
├─────────────────────────────────────────────────────────────────┤
│ │
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ Solar Panel Array: 2000 m² (20,000 m² total) │ ││
│ │ • Current output: 40,000 kWh/year │ ││
│ │ • Temperature: 40°C (peak) │ ││
│ │ • Temperature: 25°C (average) │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ RADIATIVE COOLING IMPLEMENTATION: │ ││
│ │ • Panel area: 2000 m² (100% of array) │ ││
│ │ • Emissivity: 0.95 (optimal) │ ││
│ │ • Cooling power: 20-30 W/m² (optimized) │ ││
│ │ • Temperature reduction: 3-5°C (night) │ ││
│ │ • Temperature reduction: 5-8°C (peak) │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ PERFORMANCE IMPROVEMENT: │ ││
│ │ • Energy output increase: 2-4% │ ││
│ │ • Energy output increase: 1-2% annually │ ││
│ │ • Temperature reduction: 3-5°C average │ ││
│ │ • Temperature reduction: 5-8°C peak │ ││
│ │ • ROI: 3-5 years │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ COST STRUCTURE: │ ││
│ │ • Panel cost: $100-150 per m² │ ││
│ │ • Installation: $20-50 per m² │ ││
│ │ • Maintenance: $5-10 per m²/year │ ││
│ │ • Net cost: $150-200 per m² │ ││
│ │ • Annual cost: $2-5 per m² │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
└─────────────────────────────────────────────────────────────────┘Example 3: Water Productiontext
┌─────────────────────────────────────────────────────────────────┐
│ WATER PRODUCTION EXAMPLE │
├─────────────────────────────────────────────────────────────────┤
│ │
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ Water Demand: 1,000 m² (100,000 m² total) │ ││
│ │ • Current consumption: 50,000 kWh/year │ ││
│ │ • Current cost: $5,000/year │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ RADIATIVE COOLING IMPLEMENTATION: │ ││
│ │ • Panel area: 1000 m² (100% of demand) │ ││
│ │ • Emissivity: 0.95 (optimal) │ ││
│ │ • Cooling power: 60-100 W/m² (optimized) │ ││
│ │ • Temperature reduction: 5-10°C │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ PERFORMANCE IMPROVEMENT: │ ││
│ │ • Energy output: 30,000-50,000 kWh/year increase │ ││
│ │ • Energy savings: 30-50% │ ││
│ │ • Cost savings: $1,500-2,500/year │ ││
│ │ • ROI: 2-3 years │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ COST STRUCTURE: │ ││
│ │ • Panel cost: $20-50 per m² │ ││
│ │ • Installation: $10-30 per m² │ ││
│ │ • Maintenance: $2-5 per m²/year │ ││
│ │ • Net cost: $25-55 per m² │ ││
│ │ • Annual cost: $0.5-1.5 per m² │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
└─────────────────────────────────────────────────────────────────┘Technical Specificationstext
┌─────────────────────────────────────────────────────────────────┐
│ TECHNICAL SPECIFICATIONS │
├─────────────────────────────────────────────────────────────────┤
│ │
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ MATERIAL PROPERTIES: │ ││
│ │ • Emissivity: 0.8-0.96 (optimal: 0.95) │ ││
│ │ • Atmospheric transparency: 8-14 μm (optimal) │ ││
│ │ • Surface roughness: 0.5-2 mm (optimal) │ ││
│ │ • Thickness: 0.5-1.5 mm (optimal) │ ││
│ │ • Temperature range: -5°C to 95°C │ ││
│ │ • Durability: 10-20 years (optimal) │ ││
│ │ • Maintenance: $2-5 per m²/year │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ COOLING CAPACITY: │ ││
│ │ • Standard: 80-130 W/m² │ ││
│ │ • Optimized: 130-180 W/m² │ ││
│ │ • Maximum: 200-250 W/m² │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ PERFORMANCE STANDARDS: │ ││
│ │ • Temperature reduction: 3-8°C │ ││
│ │ • Energy savings: 50-90% │ ││
│ │ • ROI: 2-3 years │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ INSTALLATION REQUIREMENTS: │ ││
│ │ • Surface area: 1-10 m² per kW │ ││
│ │ • Tilt angle: 30-60° (optimal: 45°) │ ││
│ │ • Mounting: Fixed or adjustable │ ││
│ │ • Installation time: 1-3 hours per m² │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
│ │ ││
│ ┌─────────────────────────────────────────────────────────────┐│ ││
│ │ MAINTENANCE SCHEDULE: │ ││
│ │ • Annual: $2-5 per m² │ ││
│ │ • Monthly: $0.5-1.5 per m² │ ││
│ │ • Quarterly: $1-3 per m² │ ││
│ │ • Annual inspection: $5-10 per m² │ ││
│ └─────────────────────────────────────────────────────────────┘│ ││
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