Mini Quick Demo

Rapid prototyping demo for quick LLM integration testing.

Quick Demo Flow

flowchart TD
    A[5 Test Cases] --> B[Quick Load]
    B --> C[Fast Inference]
    C --> D[Immediate Results]

    style A fill:#e1f5fe
    style D fill:#c8e6c9

Use Cases

• API Testing: Verify LM Studio connection
• Prompt Tuning: Quick iteration on prompts
• Model Comparison: Fast evaluation of responses

Demo Script

# llm_mini_demo_5cases.py
cases = [
    "Internet completely down",
    "Slow connection at night",
    "Bill shows wrong amount",
    "Router making noise",
    "Cannot connect WiFi"
]

for case in cases:
    result = classify_ticket(case)
    print(f"Input: {case}")
    print(f"Code: {result['code']}")

Performance Metrics

Metric	Target
Response Time	< 2 seconds
Accuracy	> 80%
Memory Usage	< 2GB