Logs a single step in a thought process for agentic problem-solving. Supports thread following, step-tracking, self-correction, and tool recommendations. For each new user message, begin a new thought thread and log each thought after each completed step.

Key functionalities

Agentic Workflow Orchestration: Guides through complex tasks by breaking them into precise, manageable, traceable steps.
Automatic smart thinking process: Avoids over-questionning users about their intention and just figures it out how to proceed.
Iterative Refinement: Assesses success of each step and self-corrects if necessary, adapting to new information or errors (failure, empty results, etc).
Tool Recommendation: Suggests relevantly specific available tools (`tool_recommendation`) to execute planned actions or gather necessary information.
Proactive Planning: Utilizes `left_to_be_done` for explicit future state management and task estimation.

Args: thread_purpose: A concise, high-level objective or thematic identifier for the current thought thread. Essential for organizing complex problem-solving trajectories. thought: The detailed, atomic unit of reasoning or action taken by the AI agent at the current step. This forms the core of the agent's internal monologue. thought_index: A monotonically increasing integer representing the sequence of thoughts within a specific thread_purpose. Crucial for chronological tracking and revision targeting. tool_recommendation: A precise actionable suggestion for the next tool to be invoked, omitted if no tool is needed, directly following the current thought. left_to_be_done: A flexible forward-looking statement outlining the next steps or sub-goals to be completed within the current thread_purpose. Supports multi-step planning and progress tracking. Omitted if no further action is needed.

Returns: A confirmation that the thought has been logged.

Example of thought process

1. user: "I keep hearing about central banks, but I don't understand what they are and how they work."

2. think(thread_purpose="Central banks explained", thought="Requires information about central banks and how they work. Consider using <named_tool> tool.", thought_index=1, tool_recommendation="<named_tool>", left_to_be_done="Summarize the findings and create an exhaustive graph representation")

3. call <named_tool>

4. think(thread_purpose="Central banks explained", thought="Summary of the findings is clear and exhaustive, I have enough information. Must create the graph with <named_tool>.", thought_index=2, tool_recommendation="<named_tool>", left_to_be_done="Send summary and graph to the user")

5. call <named_tool>

6. final: respond with summary and graph (no need to call think since left_to_be_done is a simple final step)