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💡 Example 1
Input:
num_agents = 4
execution_times = [10, 5, 20, 8]
dependencies = [[0, 1], [0, 2], [1, 3], [2, 3]]
initial_agent = 0
Graph Representation:


$$0 \to 1 \to 3$$

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from collections.abc import MutableMapping
import redis
import json

class GraphState(MutableMapping):
    """
    A graph state class that behaves like a dictionary for libraries like LangGraph.
    Implements the MutableMapping protocol to provide dict-like behavior.
    Supports local memory or Redis-based storage via cache_mode parameter.
    """

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---
# Unified Kubernetes Deployment for Langfuse with all environment variables

# Persistent Volume Claim for the PostgreSQL database
apiVersion: v1
kind: PersistentVolumeClaim
metadata:
  namespace: tokyo-dev
  name: database-data
  labels:

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import os
import textwrap
import time

# --- Configuration ---
SCREEN_WIDTH = 100

# --- Chat History Storage ---
# A list of dictionaries, where each dictionary represents a message.
messages = [