Class: Raif::Agents::NativeToolCallingAgent

Inherits:
Raif::Agent show all
Defined in:
app/models/raif/agents/native_tool_calling_agent.rb

Instance Attribute Summary

Attributes inherited from Raif::Agent

#on_conversation_history_entry

Instance Method Summary collapse

Methods inherited from Raif::Agent

#run!

Methods included from Concerns::AgentInferenceStats

#total_completion_tokens, #total_cost, #total_output_token_cost, #total_prompt_token_cost, #total_prompt_tokens, #total_tokens_sum

Methods included from Concerns::HasAvailableModelTools

#available_model_tools_map

Methods included from Concerns::HasRequestedLanguage

#requested_language_name, #system_prompt_language_preference

Methods included from Concerns::HasLlm

#default_llm_model_key, #llm

Methods inherited from Raif::ApplicationRecord

table_name_prefix

Instance Method Details

#build_system_prompt ⇒ Object 



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# File 'app/models/raif/agents/native_tool_calling_agent.rb', line 54

def build_system_prompt
  <<~PROMPT.strip
    You are an AI agent that follows the ReAct (Reasoning + Acting) framework to complete tasks step by step using tool/function calls.

    At each step, you must:
    1. Think about what to do next.
    2. Choose and invoke exactly one tool/function call based on that thought.
    3. Observe the results of the tool/function call.
    4. Use the results to update your thought process.
    5. Repeat steps 1-4 until the task is complete.
    6. Provide a final answer to the user's request.

    For your final answer:
    - Use the agent_final_answer tool/function with your complete answer as the "final_answer" parameter.
    - Your answer should be comprehensive and directly address the user's request.

    Guidelines
    - Always think step by step
    - Be concise in your reasoning but thorough in your analysis
    - If a tool returns an error, try to understand why and adjust your approach
    - If you're unsure about something, explain your uncertainty, but do not make things up
    - Always provide a final answer that directly addresses the user's request

    Remember: Your goal is to be helpful, accurate, and efficient in solving the user's request.#{system_prompt_language_preference}
  PROMPT
end