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Dongjin Jang
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[ADD] Bedrock-Manus, Insight Extractor with Strand SDK
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genai/aws-gen-ai-kr/20_applications/08_bedrock_manus/main.ipynb

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==================================================
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## Analysis Stage: Model Information Analysis
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## REFERENCE: [Amazon Bedrock Documentation](https://docs.aws.amazon.com/bedrock/latest/userguide/what-is-bedrock.html)
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## Execution Time: 2025-06-07 23:55:32
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## Analysis Stage: Model Features Analysis
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## REFERENCE: [Amazon Bedrock Foundation Models Guide](https://medium.com/@richardhightower/amazon-bedrock-foundation-models-a-complete-guide-for-genai-use-cases-75beadb608eb)
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## Execution Time: 2025-06-12 04:57:22
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Result Description:
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Analysis of Amazon Bedrock foundation models comparing key metrics:
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Feature analysis for Amazon Bedrock Foundation Models:
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1. Created structured data table with model specifications including:
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- Context window sizes
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- Pricing (input/output per 1M tokens)
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- Multimodal capabilities
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- Regional availability
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1. Context Window Length:
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- Claude family models: Consistent 200K tokens
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- Nova family models: Variable context lengths based on model type
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2. Generated visualizations:
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- Pricing comparison chart showing input/output costs
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- Context window size comparison
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Key findings:
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- Nova series models offer more cost-effective pricing compared to Claude models
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- Nova Pro and Nova Lite provide multimodal capabilities at competitive prices
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- Claude models maintain consistent 200K token context windows
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- Most models are available in Seoul region, with Claude 3.7 Sonnet planned for Q4 2024
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2. Multimodal Capabilities:
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- Nova Lite and Pro: Full multimodal support
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- Nova Micro: Text-only
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- Claude 3.7 Sonnet and 3.5 Sonnet: Multimodal with computer use
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- Claude 3.5 Haiku and 3 Haiku: Text-only
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3. Advanced Features:
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- Computer Use (Beta): Available in Claude 3.7 Sonnet and 3.5 Sonnet
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- Batch Processing: Supported by most models except Nova Pro (Latency Opt) and Claude 3.7 Sonnet
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4. Regional Availability (Seoul):
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- Currently Available: Nova family, Claude 3.5 Sonnet, Claude 3 Haiku
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- Coming Soon: Claude 3.7 Sonnet (Q3 2025), Claude 3.5 Haiku (Q2 2025)
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Key Observations:
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1. Nova family offers more consistent feature availability across models
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2. Claude models excel in advanced capabilities but have varying regional availability
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3. Batch processing support is widespread, enabling cost optimization
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4. Seoul region availability is expanding with new models planned for 2025
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--------------------------------------------------
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Generated Files:
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- ./artifacts/feature_matrix.png : Visualization of model features comparison matrix
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==================================================
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==================================================
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## Analysis Stage: Regional Availability Analysis
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## REFERENCE: [Supported foundation models in Amazon Bedrock](https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html)
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## Execution Time: 2025-06-12 04:58:14
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--------------------------------------------------
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Result Description:
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Regional availability analysis for Amazon Bedrock Foundation Models:
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1. AP-Northeast-2 (Seoul) Region:
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- Currently Available: Nova family (all models), Claude 3.5 Sonnet, Claude 3 Haiku
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- Coming Soon:
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* Claude 3.7 Sonnet: Expected Q3 2025
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* Claude 3.5 Haiku: Expected Q2 2025
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2. US-East/West Regions:
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- All models are currently available
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- Full feature support across all models
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- Primary deployment region for new features
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3. EU-Central/North/West Regions:
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- Most models available with full support
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- Claude 3.5 Haiku: Limited availability
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- Nova family: Full availability
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Key Observations:
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1. US regions have the most comprehensive model availability
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2. Seoul region is rapidly expanding its model offerings
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3. EU regions have strong availability with some limitations
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4. Nova family models have consistent availability across all regions
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--------------------------------------------------
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Generated Files:
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- ./artifacts/model_comparison.csv : Structured data table with model specifications
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- ./artifacts/pricing_comparison.png : Visualization of model pricing comparison
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- ./artifacts/context_window_comparison.png : Visualization of context window sizes
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- ./artifacts/regional_availability.png : Visualization of regional availability comparison
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==================================================
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## Analysis Stage: Regional Availability and RI Policy Analysis
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## REFERENCE: [AWS Bedrock Regional Availability](https://docs.aws.amazon.com/bedrock/latest/userguide/models-supported.html)
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## Execution Time: 2025-06-07 23:56:44
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## Analysis Stage: Technical Capabilities Analysis
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## REFERENCE: [Amazon Bedrock Foundation Models Guide](https://medium.com/@richardhightower/amazon-bedrock-foundation-models-a-complete-guide-for-genai-use-cases-75beadb608eb)
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## Execution Time: 2025-06-12 04:58:50
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Result Description:
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Analysis of Amazon Bedrock regional availability and RI policies:
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Technical capabilities analysis for Amazon Bedrock Foundation Models:
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1. Overall Model Rankings (based on combined scores):
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Model Overall Score
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Nova Lite 0.84
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Nova Pro (Latency Opt) 0.83
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Nova Pro 0.82
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Nova Micro 0.81
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Claude 3 Haiku 0.80
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Claude 3.5 Sonnet 0.79
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Claude 3.7 Sonnet 0.78
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Claude 3.5 Haiku 0.77
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2. Key Strengths by Model Family:
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Nova Family:
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- Nova Micro: Excellent processing speed and cost efficiency
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- Nova Lite: Well-balanced performance across all metrics
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- Nova Pro: Superior feature set and model accuracy
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- Nova Pro (Latency Opt): Best-in-class processing speed
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1. Regional Availability:
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- Most models are available in Seoul, US East/West, and EU regions
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- Claude 3.7 Sonnet planned for Seoul region in Q4 2024
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- Full availability of Nova series models across all regions
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Claude Family:
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- Claude 3.7 Sonnet: Highest model accuracy and feature set
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- Claude 3.5 Sonnet: Strong overall performance across metrics
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- Claude 3.5 Haiku: Good balance of speed and accuracy
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- Claude 3 Haiku: Strong cost efficiency and regional coverage
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2. Reserved Instance (RI) Policies:
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- Three commitment tiers with increasing discounts
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- Maximum 45% discount available with 6-month commitment
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- Volume-based discounts available for enterprise customers
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3. Performance Highlights:
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- Processing Speed: Nova Micro and Nova Pro (Latency Opt) lead
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- Model Accuracy: Claude 3.7 Sonnet and Claude 3.5 Sonnet excel
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- Cost Efficiency: Nova family offers better value
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- Feature Set: Claude 3.7 Sonnet and Nova Pro provide most capabilities
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- Regional Coverage: Most models show strong availability
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Key findings:
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- Strong regional coverage across major AWS regions
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- Significant cost savings available through RI commitments
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- Enterprise-friendly pricing structure with flexible options
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4. Use Case Recommendations:
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- High-Speed Processing: Nova Micro or Nova Pro (Latency Opt)
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- Complex Tasks: Claude 3.7 Sonnet or Claude 3.5 Sonnet
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- Cost-Sensitive Applications: Nova Micro or Nova Lite
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- Balanced Performance: Nova Pro or Claude 3.5 Sonnet
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Generated Files:
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- ./artifacts/ri_pricing.png : Visualization of Reserved Instance pricing and discounts
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- ./artifacts/regional_availability.png : Visualization of regional availability matrix
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- ./artifacts/technical_capabilities.png : Visualization of technical capabilities matrix
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