(How AI is extended beyond simple prompts)

1️⃣ First truth: Prompts alone don’t scale

Prompts are like instructions whispered once.

They work:

• For demos
• For simple tasks
• For short conversations

They break when:

• Knowledge grows
• Consistency matters
• Users ask unpredictable questions

PM lesson:

Prompts are a starting point, not a system.

2️⃣ Why models need help

LLMs have limits:

• Short memory (context window)
• No access to live data
• No guarantee of correctness