⚡ LANGCHAIN AGENT ENGINE v2.2

Real Tool-Calling Loop | Vector Memory | Plan → Execute → Critique REAL SERVER INTEGRATED

🤖 Agent Configuration

🔍 Perplexity Sonar 🧮 Math Engine 🤖 GPT-4o-mini Synth 🧠 Vector Memory

⚙️ Agent Execution Trace

> LangChain Agent System v2.1 Ready
> Tools: Search (mit Fallback), Math (robust), Memory

📡 Agent Output & Memory State

Awaiting agent execution...

📊 Agent Architecture

FLOW:
1. [PLANNER] → Parse task into sub-goals
2. [TOOL_EXECUTOR] → Math (lokal) → POST /perplexity/chat/completions (Sonar)
3. [CRITIC] → Validate responses + detect fallbacks
4. [SYNTHESIZER] → POST /api/chat (GPT-4o-mini) → natürliche Antwort
5. [MEMORY] → Store in vector DB