context-analysis-report.md

Context Engineering Analysis Report

Analyzed 60 prompts

Summary Statistics

• Total tokens across all prompts: 88,622
• Average tokens per prompt: 1,477
• High optimization potential: 7 prompts
• Medium optimization potential: 53 prompts
• Estimated token savings (50% reduction): 44,311

High Optimization Potential

Generating txt2img Prompts and Cinematic Directions

• File: tasks/audio/generate_txt2img_cinematic_directions.md
• Tokens: 2,504
• Redundancy: 34.78%
• Suggested Patterns: Few-shot: Extract examples into few-shot format, Progressive: Use progressive context enhancement

Timestamped Music Video Storyboard

• File: tasks/audio/timestamped_music_video_storyboard.md
• Tokens: 2,238
• Redundancy: 38.31%
• Suggested Patterns: Few-shot: Extract examples into few-shot format, Progressive: Use progressive context enhancement

Storyboard with Inferred Audio Properties Incorporated

• File: tasks/audio/storyboard_with_inferred_audio_properties.md
• Tokens: 1,618
• Redundancy: 53.93%
• Suggested Patterns: Few-shot: Extract examples into few-shot format, Progressive: Use progressive context enhancement

Inferring Audio Properties from Lyrics

• File: tasks/audio/infer_audio_properties_from_lyrics.md
• Tokens: 1,565
• Redundancy: 41.36%
• Suggested Patterns: Few-shot: Extract examples into few-shot format, Progressive: Use progressive context enhancement, Token-budget: Implement token budgeting for analysis

Timestamped Lyrics with Audio Descriptives

• File: tasks/audio/timestamped_lyrics_audio_descriptives.md
• Tokens: 1,480
• Redundancy: 38.69%
• Suggested Patterns: Few-shot: Extract examples into few-shot format, Progressive: Use progressive context enhancement

Curating Process Flows and Functionalities for Documentation

• File: tasks/analysis/curate_process_flows_functionalities.md
• Tokens: 1,211
• Redundancy: 39.48%
• Suggested Patterns: Control-flow: Implement explicit control flow pattern, Few-shot: Extract examples into few-shot format, Progressive: Use progressive context enhancement, Token-budget: Implement token budgeting for analysis

Text Parsing and Categorization for Documentation

• File: tasks/analysis/text_parsing_categorization.md
• Tokens: 943
• Redundancy: 39.32%
• Suggested Patterns: Control-flow: Implement explicit control flow pattern, Few-shot: Extract examples into few-shot format, Progressive: Use progressive context enhancement, Token-budget: Implement token budgeting for analysis

Recommended Patterns

• Progressive: 58 prompts
• Few-shot: 48 prompts
• Token-budget: 32 prompts
• Control-flow: 17 prompts
• Field-based: 10 prompts