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AutonomousAgent comes with automatic memory setup for session persistence, with sensible defaults enabled out of the box.

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Default Configuration

By default, AutonomousAgent uses:
  • InMemoryStorage: Automatic storage backend (no configuration needed)
  • Full Session Memory: Enabled by default to preserve conversation history
from upsonic import AutonomousAgent, Task

# InMemoryStorage + full_session_memory are enabled automatically
agent = AutonomousAgent(
    model="openai/gpt-4o",
    workspace="/path/to/project"
)

# First interaction
task = Task("Read the main.py file")
agent.print_do(task)

# Second interaction - agent remembers context (full_session_memory is True by default)
task = Task("Now add error handling to that file")
agent.print_do(task)

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Additional Memory Features

Enable additional memory features beyond the default: 
from upsonic import AutonomousAgent

agent = AutonomousAgent(
    model="openai/gpt-4o",
    workspace="/path/to/project",
    # full_session_memory=True is already the default
    summary_memory=True,       # Generate session summaries
    user_analysis_memory=True  # Track user preferences
)

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Persistent Storage

Use database-backed storage for persistence across sessions: 
from upsonic import AutonomousAgent, Task
from upsonic.storage import SqliteStorage, Memory

# Create persistent storage
storage = SqliteStorage(db_file="sessions.db")
memory = Memory(
    storage=storage,
    session_id="project_session_001",
    user_id="developer_001",
    full_session_memory=True
)

agent = AutonomousAgent(
    model="openai/gpt-4o",
    workspace="/path/to/project",
    memory=memory
)

# Conversations persist across restarts
task = Task("Continue where we left off")
agent.print_do(task)

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Session and User IDs

Track sessions and users: 
from upsonic import AutonomousAgent

agent = AutonomousAgent(
    model="openai/gpt-4o",
    workspace="/path/to/project",
    session_id="coding_session_123",
    user_id="alice"
    # full_session_memory=True is the default
)

# Access IDs
print(f"Session: {agent.session_id}")
print(f"User: {agent.user_id}")