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 Datasets

Code 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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