# 🏰 AFO Kingdom: State of the Kingdom Report
**Date**: 2025-12-15
**Era**: The LangGraph Chancellor Era (승상 체제)
**Status**: **GREEN (Stable)**

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## Ⅰ. The Supreme Architecture (LangGraph Chancellor)
The system has transitioned from a fragmented agent fleet to a **Unified Graph Monarchy**.

- **Supreme Orchestrator**: `ChancellorGraph` (LangGraph)
    - **Control**: Centralized State Management (Trinity Score, Conversation History).
    - **Routing**: Frictionless delegation to 3 Strategists.
    - **Persistence**: Redis-backed Checkpointing (永).

- **The Trinity Nodes (3책사)**
    - **Jang Yeong-sil (Truth)** ⚔️: Architecture & Strategy.
    - **Yi Sun-sin (Goodness)** 🛡️: Risk & Ethics.
    - **Shin Saimdang (Beauty)** 橋: Narrative & UX.

- **Integration Status**
    - **API**: `/chancellor/invoke` (Active on Port 8010).
    - **Legacy**: Necrotic imports (`afo_soul_engine.domain/utils`) surgically removed.
    - **Verification**: Logic verified via `verify_chancellor_graph.py` and live `curl` tests.

## Ⅱ. The Royal Constitution (왕실 헌법)
**Document**: `AFO/docs/AFO_LANGGRAPH_CONSTITUTION.md`

- **Core Mandate**: "Remove Friction to Protect Serenity (孝)."
- **The 4 Absolute Orders**:
    1. **Verify Context** (지피지기)
    2. **Auto-Run Gate** (상병벌모)
    3. **Simulation First** (병자궤도야)
    4. **Context Alignment** (천시지리인화)

## Ⅲ. Operational Readiness
- **Docker Services**: 21/21 Healthy.
- **Frontend Bridge**: Ready for Playwright integration.
- **Brain**: LangGraph + LangChain + MCP fully integrated.

## Ⅳ. Next Steps (Recommendation)
1. **Connect LLMs**: Configure local/remote LLM providers (Ollama/Anthropic) to empower the Strategists.
2. **Expand Playground**: Use the `task_boundary` tool to start "Phase 25: Frontend Integration" to visualize the graph.

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**"The King's Will is Absolute. The Graph is Alive."**
**"왕의 의지는 절대적이며, 그래프는 살아있습니다."**
