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LLM stacks \ 4.4 Human input (deep dive)
terrytaylorbonn edited this page Jul 17, 2025
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2 revisions
25.0717 (0626) Lab notes (Gdrive), Git
- 1 Human enters prompt via UI (web interface, CLI, chat app, etc.)
- 2 UI validates and formats the input
- Handles special characters, length limits
- May add context (conversation history, user preferences)
- Example: "User: What is quantum computing?" → formatted JSON
- 3 UI calls Agent API with formatted prompt
- POST /chat endpoint with user message
- May include metadata (user_id, session_id, preferences)
- 4 UI handles Agent response
- Receives streaming or complete response
- Formats for display (markdown, syntax highlighting)
- Updates conversation history
- Example: Your simple_rag.py uses basic CLI input() for this layer


DEMO. ANALYZE. DOCUMENT. REPEAT.
26.0502 About the author, ZiptieAI.com, Substack, Lab notes (Gdrive), Git, Youtube, Deployments
AI concepts 26.0409
Phase 4 Agentic AI
- 4-1 Concepts 26.0410
- 4-2 Demos 26.0425
- 4-3 Industry examples
Phase 3 Robotic intelligence (2026)
Phase 2 LLM stacks (2024-2025)
Phase 1 AI drones (2023-2024)
About the author, Lab notes (Gdrive), Git, Substack, ZiptieAI.com, videos, GI