Context Window
Multiple layers of input combined and sent to the AI model
Foundation Model
(ex. Claude, GPT-4o)
Frozen learned patterns of language/public knowledge
Generated Outputs
Generated responses in multiple formats
User Prompt
"Write a professional email to decline a meeting"
Conversation Thread
Previous messages and context
Additional Files
Documents, data, and references
System Instructions
Behavior and response guidelines
Input
Output
🔒 FROZEN PATTERNS
Learned knowledge cannot be changed during inference
Text
Writing, summarization, translation, Q&A, analysis
Code
Programming, debugging, automation, scripts
Tool Usage
Gmail, Calendar, CRM, databases, web search
Visual Content
Generated images and diagrams
Video and Sound
Multimedia content and audio generation