from praisonaiagents import Agent, PraisonAIAgents

researcher = Agent(
    name="Researcher",
    instructions="Research the topic"
)

writer = Agent(
    name="Writer",
    instructions="Write based on research"
)

# Context flows automatically: User → Researcher → Writer
agents = PraisonAIAgents(
    agents=[researcher, writer],
    process="sequential"
)

result = agents.start("Write about AI")

from praisonaiagents import Agent

# Agent with knowledge from files
agent = Agent(
    name="Support Agent",
    instructions="Answer questions using the documentation",
    knowledge=["docs/manual.pdf", "docs/faq.txt"]
)

# Agent automatically searches knowledge for relevant info
response = agent.start("How do I reset my password?")

from praisonaiagents import Agent, PraisonAIAgents

# Agent with knowledge base
researcher = Agent(
    name="Researcher",
    instructions="Research using the knowledge base",
    knowledge=["research_papers/"]  # Pre-loaded documents
)

# Agent receives context from researcher
writer = Agent(
    name="Writer",
    instructions="Write article based on research findings"
    # No knowledge - uses context from researcher
)

agents = PraisonAIAgents(
    agents=[researcher, writer],
    process="sequential"
)

# Researcher searches knowledge, passes findings via context to writer
result = agents.start("Write about quantum computing advances")

from praisonaiagents import Agent

agent = Agent(
    name="Assistant",
    knowledge=["docs/"]  # Directory of files
)

from praisonaiagents import Agent, Knowledge

# Create shared knowledge instance
knowledge = Knowledge(config={
    "vector_store": {
        "provider": "chroma",
        "config": {
            "collection_name": "my_docs",
            "path": ".praison"
        }
    },
    "embedder": {
        "provider": "openai",
        "config": {
            "model": "text-embedding-3-small"
        }
    }
})

# Add documents
knowledge.add("docs/manual.pdf")
knowledge.add("https://example.com/faq")

# Share across agents
agent1 = Agent(name="Agent1", knowledge=knowledge)
agent2 = Agent(name="Agent2", knowledge=knowledge)