Prompt Caching

from praisonaiagents import Agent

agent = Agent(
    name="Researcher",
    instructions="Answer research questions using memory.",
    memory=True,
)

agent.start("What did we learn last week about prompt caching?")

from praisonaiagents import Agent, CachingConfig

agent = Agent(
    name="Researcher",
    instructions="Answer research questions using memory.",
    llm="anthropic/claude-sonnet-4-20250514",
    memory=True,
    caching=CachingConfig(prompt_caching=True),
)

agent.start("What did we learn last week?")
agent.start("Summarise the top three findings.")  # cache hit on system + history prefix
agent.start("Turn those into action items.")      # still hitting the same prefix

from praisonaiagents import Agent

agent = Agent(
    instructions="You are a helpful analyst.",
    llm="openai/gpt-4o",
    memory=True,
)

agent.start("Summarise the report")
agent.start("What changed since yesterday?")  # automatic prefix cache hit