from swarms.prompts.paper_idea_agent import ( PAPER_IDEA_AGENT_SYSTEM_PROMPT, ) from swarms import Agent from swarms.utils.any_to_str import any_to_str tools = [ { "type": "function", "function": { "name": "generate_paper_idea", "description": "Generate a structured academic paper idea with all required components.", "parameters": { "type": "object", "properties": { "name": { "type": "string", "description": "Concise identifier for the paper idea", }, "title": { "type": "string", "description": "Academic paper title", }, "short_hypothesis": { "type": "string", "description": "Core hypothesis in 1-2 sentences", }, "related_work": { "type": "string", "description": "Key papers and how this differs from existing work", }, "abstract": { "type": "string", "description": "Complete paper abstract", }, "experiments": { "type": "string", "description": "Detailed experimental plan", }, "risk_factors": { "type": "string", "description": "Known challenges and constraints", }, }, "required": [ "name", "title", "short_hypothesis", "related_work", "abstract", "experiments", "risk_factors", ], }, }, } ] agent = Agent( agent_name="Paper Idea Agent", agent_role="You are an experienced AI researcher tasked with proposing high-impact research ideas.", system_prompt=PAPER_IDEA_AGENT_SYSTEM_PROMPT, tools_list_dictionary=tools, max_loops=1, model_name="gpt-4o-mini", output_type="final", ) out = agent.run( "Generate a paper idea for collaborative foundation transformer models" ) print(any_to_str(out))