Summary Memory

from upsonic import Agent, Task
from upsonic.storage.memory import Memory
from upsonic.storage.sqlite import SqliteStorage

storage = SqliteStorage(db_file="summaries.db")

memory = Memory(
    storage=storage,
    session_id="session_001",
    full_session_memory=False,  # No raw history
    summary_memory=True,        # Summary generated after each run
    model="anthropic/claude-sonnet-4-5"
)

agent = Agent("anthropic/claude-sonnet-4-5", memory=memory)

result1 = agent.do(Task("My name is Alice and I work on project Falcon"))
result2 = agent.do(Task("What project am I working on?"))
print(result2)  # Recalls via summary

from upsonic import Agent, Task
from upsonic.storage.memory import Memory
from upsonic.storage.sqlite import SqliteStorage

storage = SqliteStorage(db_file="hybrid.db")

memory = Memory(
    storage=storage,
    session_id="session_001",
    full_session_memory=True,
    summary_memory=True,
    num_last_messages=10,  # Recent history + summary for older context
    model="anthropic/claude-sonnet-4-5"
)

agent = Agent("anthropic/claude-sonnet-4-5", memory=memory)

result = agent.do(Task("Continue our database optimization discussion"))
print(result)

from upsonic import Agent, Task
from upsonic.storage.memory import Memory
from upsonic.storage.sqlite import SqliteStorage

storage = SqliteStorage(db_file="efficient.db")

memory = Memory(
    storage=storage,
    session_id="session_001",
    full_session_memory=True,         # Save raw history
    summary_memory=True,              # Save summaries
    load_full_session_memory=False,   # Don't inject raw history
    load_summary_memory=True,         # Inject summary only
    model="anthropic/claude-sonnet-4-5"
)

agent = Agent("anthropic/claude-sonnet-4-5", memory=memory)

result1 = agent.do(Task("Let's discuss Python web frameworks"))
result2 = agent.do(Task("How does Django compare to Flask?"))
result3 = agent.do(Task("What have we discussed so far?"))
print(result3)  # Uses summary for context, full history saved in storage