agent

func NewAutoAgents ¶

func NewAutoAgents(llm model.LLM, genCfg *genai.GenerateContentConfig, n int) ([]agent.Agent, error)

NewAutoAgents creates n lightweight auto-designed agents.

They emulate the paper's LLM-designed variants by varying tool emphasis.

Each agent is given a specific focus: textual reasoning, code execution, or web search.

func NewBaseAgent ¶

func NewBaseAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewBaseAgent creates a Base Agent that uses direct prompting to solve problems.

This agent is responsible for "1. w/o TTS (Base)".

func NewCoTAgent ¶

func NewCoTAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewCoTAgent creates a CoT Agent that uses chain-of-thought reasoning to solve problems.

This agent is responsible for "2. CoT Agent (CoT)".

func NewCoTCodeAgent ¶

func NewCoTCodeAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewCoTCodeAgent creates a CoT Code Agent that uses chain-of-thought reasoning and output code to solve problems.

This agent is responsible for "3. CoT-Code Agent (CoT code)".

func NewCodeAgent ¶

func NewCodeAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewCodeAgent creates a Code Agent that uses code execution to solve problems.

This agent is responsible for "5. Code Agent (C)".

func NewCodePlusAgent ¶

func NewCodePlusAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewCodePlusAgent creates a Code+ Agent that uses code execution with extra human-pre-designed priors to solve problems.

This agent is responsible for "6. Code Agent+ (C+)".

func NewDualToolComAgent ¶

func NewDualToolComAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewDualToolComAgent creates a Dual-Tool Agent that uses both code execution and a combination of Google Search API and LLM search function to solve problems.

This agent is responsible for "9. Dual-Tool Agent (CS com)".

func NewDualToolGSAgent ¶

func NewDualToolGSAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewDualToolGSAgent creates a Dual-Tool Agent that uses both code execution and Google Search API to solve problems.

This agent is responsible for "7. Dual-Tool Agent (CS gs)".

func NewDualToolLLMAgent ¶

func NewDualToolLLMAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewDualToolLLMAgent creates a Dual-Tool Agent that uses both code execution and LLM search function to solve problems.

This agent is responsible for "8. Dual-Tool Agent (CS llm)".

func NewGuidedComAgent ¶

func NewGuidedComAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewGuidedComAgent creates a Guided Agent that uses both code execution and a combination of Google Search API and LLM search function to solve problems.

This agent is responsible for "12. Guided Agent (CSGcom)".

func NewGuidedGSAgent ¶

func NewGuidedGSAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewGuidedGSAgent creates a Guided Agent that uses both code execution and Google Search API to solve problems.

This agent is responsible for "10. Guided Agent (CSGgs)".

func NewGuidedLLMAgent ¶

func NewGuidedLLMAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewGuidedLLMAgent creates a Guided Agent that uses both code execution and LLM search function to solve problems.

This agent is responsible for "11. Guided Agent (CSGllm)".

func NewGuidedPlusComAgent ¶

func NewGuidedPlusComAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewGuidedPlusComAgent creates a Guided+ Agent that uses both code execution and combined search with extra priors.

This agent is responsible for "15. Guided Agent+ (CSG+com)".

func NewGuidedPlusGSAgent ¶

func NewGuidedPlusGSAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewGuidedPlusGSAgent creates a Guided+ Agent that uses both code execution and Google Search API with extra priors.

This agent is responsible for "13. Guided Agent+ (CSG+gs)".

func NewGuidedPlusLLMAgent ¶

func NewGuidedPlusLLMAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewGuidedPlusLLMAgent creates a Guided+ Agent that uses both code execution and LLM search with extra priors.

This agent is responsible for "14. Guided Agent+ (CSG+llm)".

func NewJudgeAgent ¶

func NewJudgeAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewJudgeAgent creates a Judge Agent that evaluates candidate answers and decides whether to finalize or continue.

func NewRefinementAgent ¶

func NewRefinementAgent(subAgents ...agent.Agent) (agent.Agent, error)

NewRefinementAgent creates a Refinement Agent that gathers candidate answers from sub-agents and judges the final answer.

func NewRoundAgent ¶

func NewRoundAgent(subAgents ...agent.Agent) (agent.Agent, error)

NewRoundAgent creates a Round Agent that performs one TUMIX round: gathering candidates and judging.

func NewSearchAgent ¶

func NewSearchAgent(llm model.LLM, genCfg *genai.GenerateContentConfig) (agent.Agent, error)

NewSearchAgent creates a Search Agent that uses web search to solve problems.

This agent is responsible for "4. Search Agent (S)".

func NewTumixAgent ¶

func NewTumixAgent(candidates []agent.Agent, judge agent.Agent) (agent.Loader, error)

NewTumixAgent creates the TUMIX Agent that performs multi-agent test-time scaling with tool-use mixture.

func NewTumixAgentWithConfig ¶

func NewTumixAgentWithConfig(cfg TumixConfig) (agent.Loader, error)

NewTumixAgentWithConfig creates an orchestrated TUMIX loader that propagates previous round answers and consults the judge for early stop.

func NewTumixAgentWithMaxRounds ¶

func NewTumixAgentWithMaxRounds(candidates []agent.Agent, judge agent.Agent, maxRounds uint) (agent.Loader, error)

NewTumixAgentWithMaxRounds creates the TUMIX Agent with a configurable maximum number of iterations.

func Prompt ¶

func Prompt() *dotprompt.Dotprompt