LLM++

---

Motivation

Here are 10000 patients' files, find all showing the following symptoms. Also, book Operating Room 42 tomorrow at any time it is free and send a calendar entry to my personal calendar.

🤷

• Sensible/Proprietäre Daten

• Interaktion mit Welt

• Kompentenzen

---

Daten: Retrieval Augmented Generation

• Idee: Wir injecten Daten in den Prompt

• Welche Daten?

---

Data Preprocessing

---

n8n

---

Retrieval

---

n8n

---

Interaktion: Tool Use

@tool
def multiply(a: int, b: int) -> int:
   """Multiply two numbers."""
   return a * b
   
llm = ChatOpenAI(model="gpt-4o", temperature=0)
llm_with_tools = llm.bind_tools([multiply])

mehrere Tools ⟹ API

---

Tools ⟹ APIs

---

APIs ⟹ MCP

---

---

Sequence

---

n8n

---

Kompetenzen: Skills

---

SKILL.md

---

Linking extras

---

Tools

---

Context