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from typing import TypedDict, List, Dict, Any
from langchain_core.messages import BaseMessage
class AnalysisState(TypedDict):
# Core data fields
log_file: str
raw_logs: str
prepared_logs: str
analysis_result: dict
# Token configuration
max_input_token: int # Maximum input tokens based on model capabilities
# Timing fields
start_time: float
end_time: float
# ReAct agent conversation tracking
messages: List[BaseMessage] # Tracks agent thoughts, tool calls, and tool results
# Iterative refinement fields
iteration_count: int # Current iteration: 0, 1, or 2
critic_feedback: str # Feedback from critic for next iteration
iteration_history: List[dict] # Track all iterations for debugging/analysis
# Backwards compatibility
agent_reasoning: str
agent_observations: List
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