Agent Memory Systems

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import boto3
import json
import hashlib
from datetime import datetime, timedelta
from typing import Dict, List, Optional, Any
from dataclasses import dataclass, asdict
import numpy as np

@dataclass
class MemoryEntry:
    memory_id: str
    user_id: str

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import redis
import json
import time
from typing import List, Dict, Optional
from dataclasses import dataclass, asdict

@dataclass
class MemoryEntry:
    role: str
    content: str
    timestamp: float
    metadata: Dict = None

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from opensearchpy import OpenSearch, RequestsHttpConnection
from requests_aws4auth import AWS4Auth
import boto3
import numpy as np
from typing import List, Dict, Tuple

class HybridMemoryRetriever:
    def __init__(self, host: str, index_name: str, region: str = 'us-east-1'):
        credentials = boto3.Session().get_credentials()
        self.auth = AWS4Auth(
            credentials.access_key,
            credentials.secret_key,

123456789101112
import boto3
import json
from datetime import datetime, timedelta
from typing import Optional, List, Dict, Any
from opensearchpy import OpenSearch, RequestsHttpConnection
from requests_aws4auth import AWS4Auth
import hashlib

class ProductionMemoryManager:
    def __init__(self, agent_id: str, config: Dict[str, Any]):
        self.agent_id = agent_id
        self.config = config

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import numpy as np
from typing import List, Dict, Optional, Tuple
from dataclasses import dataclass
from datetime import datetime

@dataclass
class MemoryCandidate:
    memory_id: str
    content: str
    embedding: List[float]
    timestamp: str
    importance_score: float

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import math
from datetime import datetime, timedelta
from typing import Dict, Any, List
import boto3
import json

class MemoryQualityScorer:
    def __init__(self, config: Dict[str, Any]):
        self.config = config
        self.bedrock = boto3.client('bedrock-runtime')
        
        # Scoring weights