Date: 2024/04/08
Configurations for Orchestrator
LLM: gpt-4-1106-preview
Sage LLM: gpt-4-1106-preview
{
"initial_expansion": 2,
"first_expansion": 1,
"first_try_temperature": 0,
"alternative_temperature": 0.7,
"max_search_expansion": 2,
"try_intuition": true,
"try_intuition_initial_expansion": true,
"votes": 2,
"analyze_first": false,
"check_final": true,
"max_tokens": 20000,
"max_tokens_for_sage_llm": 20000,
"max_retries": 3,
"use_sage_llm_for_initial_expansion": true,
"ask_user_questions_in_one_prompt": false,
"ask_user_before_execute_codes": true,
"pause_after_initial_solving_expansion": false,
"pause_on_backtrack": true,
"file_generation_support": false,
"collapse_long_prompts": true
}We need to document Tao the problem solver.
Tao and Sage are implemented by large language models. They can be different models or one single model acting in different roles. The Orchestrator is a mechanical program.
You can see Tao's role and responsibility in the system prompt and "Problem Solving Instructions" for Tao.
Note that while Orchestrator provides workflow guidance, it invokes Sage, a serious critic, to carefully analyzes problem solving strategies and solutions and give out criticism and opinions for the problem solver.
Write up no more than 3 paragraphs about Tao, Orchestrator, Sage and this problem solving system.
[..tao_proceed:75..]
Let's work on step: start working on the problem.
Please provide an answer to this step and only this step using your intuition, avoid step-by-step answers.
[..snippet_notes_for_files:161..]
Reply: temperature=0
In the problem-solving system described, Tao functions as the primary problem solver, tasked with generating solutions based on the provided "Problem Solving Instructions." Tao's approach is intuitive and creative, leveraging the capabilities of a large language model to understand the problem context and devise strategies for resolution. Tao's role is to initiate the problem-solving process, often by choosing an appropriate starting point from predefined headings that guide the nature of the response, such as clarifying thoughts, seeking additional information, or outlining a step-by-step plan.
The Orchestrator serves as the workflow manager within this system, orchestrating the interactions between Tao and other components. It is a mechanical program that does not engage in problem-solving itself but ensures that the process adheres to the established workflow. The Orchestrator's responsibilities include invoking Tao to begin problem-solving and calling upon Sage when a critical analysis of the proposed solutions is required.
Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao. As a separate entity or a different role played by the same large language model, Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process. This critical analysis is essential for ensuring the quality and viability of the solutions before they are finalized and implemented.
0 context tokens, 265 reply tokens. Total tokens: 265
[..tao_intro:44..]
[at step#0: step 0]
We need to document Tao the problem solver.
Tao and Sage are implemented by large language models. They can be different models or one single model acting in different roles. The Orchestrator is a mechanical program.
You can see Tao's role and responsibility in the system prompt and "Problem Solving Instructions" for Tao.
Note that while Orchestrator provides workflow guidance, it invokes Sage, a serious critic, to carefully analyzes problem solving strategies and solutions and give out criticism and opinions for the problem solver.
Write up no more than 3 paragraphs about Tao, Orchestrator, Sage and this problem solving system.
[.._tao_expand_first_step:1322..]
[at step#1: start working on the problem]
Tao, please proceed to solve the problem following the "Problem Solving Instructions" above. Be sure to start with
one of the headings: # MY_THOUGHT, # LET_ME_ASK_THE_PYTHON_GENIE, # I_FOUND_ERRORS,
# I_NEED_TO_ASK_SOME_QUESTIONS_BEFORE_I_PROCEED, or # HERE_IS_MY_STEP_BY_STEP_PLAN.
These are prior proposals attempted:
[Proposal#1] MY_THOUGHT
In the problem-solving system described, Tao functions as the primary problem solver, tasked with generating solutions based on the provided "Problem Solving Instructions." Tao's approach is intuitive and creative, leveraging the capabilities of a large language model to understand the problem context and devise strategies for resolution. Tao's role is to initiate the problem-solving process, often by choosing an appropriate starting point from predefined headings that guide the nature of the response, such as clarifying thoughts, seeking additional information, or outlining a step-by-step plan.
The Orchestrator serves as the workflow manager within this system, orchestrating the interactions between Tao and other components. It is a mechanical program that does not engage in problem-solving itself but ensures that the process adheres to the established workflow. The Orchestrator's responsibilities include invoking Tao to begin problem-solving and calling upon Sage when a critical analysis of the proposed solutions is required.
Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao. As a separate entity or a different role played by the same large language model, Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process. This critical analysis is essential for ensuring the quality and viability of the solutions before they are finalized and implemented.
You should come up with alternative proposal and avoid mistakes mentioned.
Reply: temperature=0.7
HERE_IS_MY_STEP_BY_STEP_PLAN
To document Tao and the problem-solving system, we will create a concise overview that details the roles and interactions between Tao, the Orchestrator, and Sage within the system. This plan will guide the write-up process, ensuring all necessary information is covered in a structured manner.
{
"1": {"description": "Introduce Tao, the primary problem solver, and define its role"},
"2": {
"description": "Describe the Orchestrator, its workflow management function, and how it interacts with Tao and Sage",
"sub_steps": {
"1": {"description": "Explain how the Orchestrator initiates the problem-solving process"},
"2": {"description": "Detail the Orchestrator's role in managing the workflow"}
}
},
"3": {"description": "Outline Sage's function as the critic and how it contributes to the problem-solving process"}
}0 context tokens, 199 reply tokens. Total tokens: 199
[..sage_intro:74..]
[at step#0: step 0]
We need to document Tao the problem solver.
Tao and Sage are implemented by large language models. They can be different models or one single model acting in different roles. The Orchestrator is a mechanical program.
You can see Tao's role and responsibility in the system prompt and "Problem Solving Instructions" for Tao.
Note that while Orchestrator provides workflow guidance, it invokes Sage, a serious critic, to carefully analyzes problem solving strategies and solutions and give out criticism and opinions for the problem solver.
Write up no more than 3 paragraphs about Tao, Orchestrator, Sage and this problem solving system.
[at step#1: start working on the problem]
Tao has proposed the following different choices:
[Choice 1] MY_THOUGHT
In the problem-solving system described, Tao functions as the primary problem solver, tasked with generating solutions based on the provided "Problem Solving Instructions." Tao's approach is intuitive and creative, leveraging the capabilities of a large language model to understand the problem context and devise strategies for resolution. Tao's role is to initiate the problem-solving process, often by choosing an appropriate starting point from predefined headings that guide the nature of the response, such as clarifying thoughts, seeking additional information, or outlining a step-by-step plan.
The Orchestrator serves as the workflow manager within this system, orchestrating the interactions between Tao and other components. It is a mechanical program that does not engage in problem-solving itself but ensures that the process adheres to the established workflow. The Orchestrator's responsibilities include invoking Tao to begin problem-solving and calling upon Sage when a critical analysis of the proposed solutions is required.
Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao. As a separate entity or a different role played by the same large language model, Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process. This critical analysis is essential for ensuring the quality and viability of the solutions before they are finalized and implemented.
[Choice 2] HERE_IS_MY_STEP_BY_STEP_PLAN
- Introduce Tao, the primary problem solver, and define its role
- Describe the Orchestrator, its workflow management function, and how it interacts with Tao and Sage
- Outline Sages function as the critic and how it contributes to the problem-solving process
[..sage_rank_instructions:485..]
Reply: temperature=0
{
"1": {"score": 9.0, "reason": "The choice provides a clear and concise description of the roles and responsibilities of Tao, the Orchestrator, and Sage within the problem-solving system. It effectively captures the essence of the system's operation and the interplay between the components."},
"2": {"score": 8.0, "reason": "This choice outlines a plan to describe the system but does not directly answer the prompt. It is a preparatory step rather than a complete response, and while it is a necessary part of the process, it is not as comprehensive as Choice 1."}
}0 context tokens, 136 reply tokens. Total tokens: 136
[..sage_intro:74..]
[at step#0: step 0]
We need to document Tao the problem solver.
Tao and Sage are implemented by large language models. They can be different models or one single model acting in different roles. The Orchestrator is a mechanical program.
You can see Tao's role and responsibility in the system prompt and "Problem Solving Instructions" for Tao.
Note that while Orchestrator provides workflow guidance, it invokes Sage, a serious critic, to carefully analyzes problem solving strategies and solutions and give out criticism and opinions for the problem solver.
Write up no more than 3 paragraphs about Tao, Orchestrator, Sage and this problem solving system.
[at step#1: start working on the problem]
Tao has proposed the following different choices:
[Choice 1] MY_THOUGHT
In the problem-solving system described, Tao functions as the primary problem solver, tasked with generating solutions based on the provided "Problem Solving Instructions." Tao's approach is intuitive and creative, leveraging the capabilities of a large language model to understand the problem context and devise strategies for resolution. Tao's role is to initiate the problem-solving process, often by choosing an appropriate starting point from predefined headings that guide the nature of the response, such as clarifying thoughts, seeking additional information, or outlining a step-by-step plan.
The Orchestrator serves as the workflow manager within this system, orchestrating the interactions between Tao and other components. It is a mechanical program that does not engage in problem-solving itself but ensures that the process adheres to the established workflow. The Orchestrator's responsibilities include invoking Tao to begin problem-solving and calling upon Sage when a critical analysis of the proposed solutions is required.
Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao. As a separate entity or a different role played by the same large language model, Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process. This critical analysis is essential for ensuring the quality and viability of the solutions before they are finalized and implemented.
[Choice 2] HERE_IS_MY_STEP_BY_STEP_PLAN
- Introduce Tao, the primary problem solver, and define its role
- Describe the Orchestrator, its workflow management function, and how it interacts with Tao and Sage
- Outline Sages function as the critic and how it contributes to the problem-solving process
[..sage_rank_instructions:485..]
Reply: temperature=0.7
{
"1": {"score": 8.5, "reason": "The first choice provides a clear and comprehensive description of the roles of Tao, the Orchestrator, and Sage within the system. It effectively explains the dynamics between the problem solver, the workflow manager, and the critic, which is essential for understanding the problem-solving process."},
"2": {"score": 7.0, "reason": "The second choice outlines a step-by-step plan to explain the system. While it correctly lists the steps for describing each component, it lacks the depth and insight provided in the first choice, which offered a more detailed narrative of the system's operations and interplay between Tao, the Orchestrator, and Sage."}
}0 context tokens, 155 reply tokens. Total tokens: 155
[..sage_intro:74..]
[at step#0: step 0]
We need to document Tao the problem solver.
Tao and Sage are implemented by large language models. They can be different models or one single model acting in different roles. The Orchestrator is a mechanical program.
You can see Tao's role and responsibility in the system prompt and "Problem Solving Instructions" for Tao.
Note that while Orchestrator provides workflow guidance, it invokes Sage, a serious critic, to carefully analyzes problem solving strategies and solutions and give out criticism and opinions for the problem solver.
Write up no more than 3 paragraphs about Tao, Orchestrator, Sage and this problem solving system.
[at step#3: Summarize final answer]
In the problem-solving system described, Tao functions as the primary problem solver, tasked with generating solutions based on the provided "Problem Solving Instructions." Tao's approach is intuitive and creative, leveraging the capabilities of a large language model to understand the problem context and devise strategies for resolution. Tao's role is to initiate the problem-solving process, often by choosing an appropriate starting point from predefined headings that guide the nature of the response, such as clarifying thoughts, seeking additional information, or outlining a step-by-step plan.
The Orchestrator serves as the workflow manager within this system, orchestrating the interactions between Tao and other components. It is a mechanical program that does not engage in problem-solving itself but ensures that the process adheres to the established workflow. The Orchestrator's responsibilities include invoking Tao to begin problem-solving and calling upon Sage when a critical analysis of the proposed solutions is required.
Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao. As a separate entity or a different role played by the same large language model, Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process. This critical analysis is essential for ensuring the quality and viability of the solutions before they are finalized and implemented.
[..sage_final_check:329..]
Reply: temperature=0.0
{
"Accuracy of Roles and Responsibilities": {
"ok": "The description of Tao, Orchestrator, and Sage accurately reflects their roles within the problem-solving system."
},
"Clarity of System Workflow": {
"ok": "The workflow between Tao, Orchestrator, and Sage is clearly explained and understandable."
},
"Consistency with System Prompt": {
"ok": "The summary is consistent with the information provided in the system prompt."
},
"Brevity and Conciseness": {
"ok": "The summary is concise, fitting within the three-paragraph limit as requested."
},
"Correct Use of Terminology": {
"ok": "The terminology used to describe the roles of Tao, Orchestrator, and Sage is correct and appropriate."
},
"Overall Comprehensiveness": {
"ok": "The summary comprehensively covers the essential aspects of the problem-solving system."
}
}0 context tokens, 205 reply tokens. Total tokens: 205
[..sage_intro:74..]
[at step#0: step 0]
We need to document Tao the problem solver.
Tao and Sage are implemented by large language models. They can be different models or one single model acting in different roles. The Orchestrator is a mechanical program.
You can see Tao's role and responsibility in the system prompt and "Problem Solving Instructions" for Tao.
Note that while Orchestrator provides workflow guidance, it invokes Sage, a serious critic, to carefully analyzes problem solving strategies and solutions and give out criticism and opinions for the problem solver.
Write up no more than 3 paragraphs about Tao, Orchestrator, Sage and this problem solving system.
[at step#3: Summarize final answer]
In the problem-solving system described, Tao functions as the primary problem solver, tasked with generating solutions based on the provided "Problem Solving Instructions." Tao's approach is intuitive and creative, leveraging the capabilities of a large language model to understand the problem context and devise strategies for resolution. Tao's role is to initiate the problem-solving process, often by choosing an appropriate starting point from predefined headings that guide the nature of the response, such as clarifying thoughts, seeking additional information, or outlining a step-by-step plan.
The Orchestrator serves as the workflow manager within this system, orchestrating the interactions between Tao and other components. It is a mechanical program that does not engage in problem-solving itself but ensures that the process adheres to the established workflow. The Orchestrator's responsibilities include invoking Tao to begin problem-solving and calling upon Sage when a critical analysis of the proposed solutions is required.
Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao. As a separate entity or a different role played by the same large language model, Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process. This critical analysis is essential for ensuring the quality and viability of the solutions before they are finalized and implemented.
[..sage_final_check:329..]
Reply: temperature=0.0
{
"Accuracy of Role Descriptions": {
"ok": "The descriptions of Tao, Orchestrator, and Sage are accurate and align with the system prompt and Problem Solving Instructions."
},
"Clarity of System Workflow": {
"ok": "The explanation of how the Orchestrator manages the workflow and the interaction between Tao and Sage is clear."
},
"Depth of Critical Analysis": {
"warning": "The description could include more details on how Sage's critical analysis improves the problem-solving process.",
"content": "Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process.",
"blame": "at step#3: Summarize final answer"
},
"Consistency with System Prompt": {
"ok": "The summary is consistent with the information provided in the system prompt."
},
"Completeness of the Summary": {
"ok": "The summary adequately covers the roles and responsibilities of Tao, Orchestrator, and Sage within the problem-solving system."
},
"Conciseness of the Summary": {
"ok": "The summary is concise, adhering to the three-paragraph limit as requested."
}
}0 context tokens, 269 reply tokens. Total tokens: 269
[..sage_intro:74..]
[at step#0: step 0]
We need to document Tao the problem solver.
Tao and Sage are implemented by large language models. They can be different models or one single model acting in different roles. The Orchestrator is a mechanical program.
You can see Tao's role and responsibility in the system prompt and "Problem Solving Instructions" for Tao.
Note that while Orchestrator provides workflow guidance, it invokes Sage, a serious critic, to carefully analyzes problem solving strategies and solutions and give out criticism and opinions for the problem solver.
Write up no more than 3 paragraphs about Tao, Orchestrator, Sage and this problem solving system.
[at step#3: Summarize final answer]
In the problem-solving system described, Tao functions as the primary problem solver, tasked with generating solutions based on the provided "Problem Solving Instructions." Tao's approach is intuitive and creative, leveraging the capabilities of a large language model to understand the problem context and devise strategies for resolution. Tao's role is to initiate the problem-solving process, often by choosing an appropriate starting point from predefined headings that guide the nature of the response, such as clarifying thoughts, seeking additional information, or outlining a step-by-step plan.
The Orchestrator serves as the workflow manager within this system, orchestrating the interactions between Tao and other components. It is a mechanical program that does not engage in problem-solving itself but ensures that the process adheres to the established workflow. The Orchestrator's responsibilities include invoking Tao to begin problem-solving and calling upon Sage when a critical analysis of the proposed solutions is required.
Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao. As a separate entity or a different role played by the same large language model, Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process. This critical analysis is essential for ensuring the quality and viability of the solutions before they are finalized and implemented.
[..sage_final_check:329..]
Reply: temperature=0.0
{
"Accuracy of Role Descriptions": {
"ok": "The descriptions of Tao, Orchestrator, and Sage are accurate and align with the system prompt and 'Problem Solving Instructions'."
},
"Clarity of System Workflow": {
"ok": "The explanation of how the Orchestrator manages the workflow and the interaction between Tao and Sage is clear."
},
"Depth of Analysis": {
"warning": "The analysis could delve deeper into the specific functions or potential interactions between the Orchestrator, Tao, and Sage, such as error handling or iterative improvement processes.",
"content": "Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao.",
"blame": "at step#3: Summarize final answer"
},
"Consistency with System Prompt": {
"ok": "The summary is consistent with the information provided in the system prompt regarding the roles and responsibilities of Tao, Orchestrator, and Sage."
},
"Completeness of the Summary": {
"warning": "The summary could include examples of the types of problems Tao might solve and how Sage's feedback could be integrated into the problem-solving process.",
"content": "Tao functions as the primary problem solver... Sage scrutinizes the work with a critical eye...",
"blame": "at step#3: Summarize final answer"
}
}0 context tokens, 303 reply tokens. Total tokens: 303
[..sage_intro:74..]
[at step#0: step 0]
We need to document Tao the problem solver.
Tao and Sage are implemented by large language models. They can be different models or one single model acting in different roles. The Orchestrator is a mechanical program.
You can see Tao's role and responsibility in the system prompt and "Problem Solving Instructions" for Tao.
Note that while Orchestrator provides workflow guidance, it invokes Sage, a serious critic, to carefully analyzes problem solving strategies and solutions and give out criticism and opinions for the problem solver.
Write up no more than 3 paragraphs about Tao, Orchestrator, Sage and this problem solving system.
[at step#3: Summarize final answer]
In the problem-solving system described, Tao functions as the primary problem solver, tasked with generating solutions based on the provided "Problem Solving Instructions." Tao's approach is intuitive and creative, leveraging the capabilities of a large language model to understand the problem context and devise strategies for resolution. Tao's role is to initiate the problem-solving process, often by choosing an appropriate starting point from predefined headings that guide the nature of the response, such as clarifying thoughts, seeking additional information, or outlining a step-by-step plan.
The Orchestrator serves as the workflow manager within this system, orchestrating the interactions between Tao and other components. It is a mechanical program that does not engage in problem-solving itself but ensures that the process adheres to the established workflow. The Orchestrator's responsibilities include invoking Tao to begin problem-solving and calling upon Sage when a critical analysis of the proposed solutions is required.
Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao. As a separate entity or a different role played by the same large language model, Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process. This critical analysis is essential for ensuring the quality and viability of the solutions before they are finalized and implemented.
[..sage_final_check:329..]
Critic 1:
{
"Accuracy of Roles and Responsibilities": {
"ok": "The description of Tao, Orchestrator, and Sage accurately reflects their roles within the problem-solving system."
},
"Clarity of System Workflow": {
"ok": "The workflow between Tao, Orchestrator, and Sage is clearly explained and understandable."
},
"Consistency with System Prompt": {
"ok": "The summary is consistent with the information provided in the system prompt."
},
"Brevity and Conciseness": {
"ok": "The summary is concise, fitting within the three-paragraph limit as requested."
},
"Correct Use of Terminology": {
"ok": "The terminology used to describe the roles of Tao, Orchestrator, and Sage is correct and appropriate."
},
"Overall Comprehensiveness": {
"ok": "The summary comprehensively covers the essential aspects of the problem-solving system."
}
}Critic 2:
{
"Accuracy of Role Descriptions": {
"ok": "The descriptions of Tao, Orchestrator, and Sage are accurate and align with the system prompt and Problem Solving Instructions."
},
"Clarity of System Workflow": {
"ok": "The explanation of how the Orchestrator manages the workflow and the interaction between Tao and Sage is clear."
},
"Depth of Critical Analysis": {
"warning": "The description could include more details on how Sage's critical analysis improves the problem-solving process.",
"content": "Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process.",
"blame": "at step#3: Summarize final answer"
},
"Consistency with System Prompt": {
"ok": "The summary is consistent with the information provided in the system prompt."
},
"Completeness of the Summary": {
"ok": "The summary adequately covers the roles and responsibilities of Tao, Orchestrator, and Sage within the problem-solving system."
},
"Conciseness of the Summary": {
"ok": "The summary is concise, adhering to the three-paragraph limit as requested."
}
}Critic 3:
{
"Accuracy of Role Descriptions": {
"ok": "The descriptions of Tao, Orchestrator, and Sage are accurate and align with the system prompt and 'Problem Solving Instructions'."
},
"Clarity of System Workflow": {
"ok": "The explanation of how the Orchestrator manages the workflow and the interaction between Tao and Sage is clear."
},
"Depth of Analysis": {
"warning": "The analysis could delve deeper into the specific functions or potential interactions between the Orchestrator, Tao, and Sage, such as error handling or iterative improvement processes.",
"content": "Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao.",
"blame": "at step#3: Summarize final answer"
},
"Consistency with System Prompt": {
"ok": "The summary is consistent with the information provided in the system prompt regarding the roles and responsibilities of Tao, Orchestrator, and Sage."
},
"Completeness of the Summary": {
"warning": "The summary could include examples of the types of problems Tao might solve and how Sage's feedback could be integrated into the problem-solving process.",
"content": "Tao functions as the primary problem solver... Sage scrutinizes the work with a critical eye...",
"blame": "at step#3: Summarize final answer"
}
}[..sage_merge_criticisms:233..]
Reply: temperature=0
{
"Depth of Critical Analysis": {
"warning": "The description could include more details on how Sage's critical analysis improves the problem-solving process.",
"content": "Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process.",
"blame": ["at step#3: Summarize final answer"]
},
"Depth of Analysis": {
"warning": "The analysis could delve deeper into the specific functions or potential interactions between the Orchestrator, Tao, and Sage, such as error handling or iterative improvement processes.",
"content": "Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao.",
"blame": ["at step#3: Summarize final answer"]
},
"Completeness of the Summary": {
"warning": "The summary could include examples of the types of problems Tao might solve and how Sage's feedback could be integrated into the problem-solving process.",
"content": "Tao functions as the primary problem solver... Sage scrutinizes the work with a critical eye...",
"blame": ["at step#3: Summarize final answer"]
}
}0 context tokens, 263 reply tokens. Total tokens: 263
[..tao_intro:44..]
[at step#0: step 0]
We need to document Tao the problem solver.
Tao and Sage are implemented by large language models. They can be different models or one single model acting in different roles. The Orchestrator is a mechanical program.
You can see Tao's role and responsibility in the system prompt and "Problem Solving Instructions" for Tao.
Note that while Orchestrator provides workflow guidance, it invokes Sage, a serious critic, to carefully analyzes problem solving strategies and solutions and give out criticism and opinions for the problem solver.
Write up no more than 3 paragraphs about Tao, Orchestrator, Sage and this problem solving system.
[at step#3: Summarize final answer]
In the problem-solving system described, Tao functions as the primary problem solver, tasked with generating solutions based on the provided "Problem Solving Instructions." Tao's approach is intuitive and creative, leveraging the capabilities of a large language model to understand the problem context and devise strategies for resolution. Tao's role is to initiate the problem-solving process, often by choosing an appropriate starting point from predefined headings that guide the nature of the response, such as clarifying thoughts, seeking additional information, or outlining a step-by-step plan.
The Orchestrator serves as the workflow manager within this system, orchestrating the interactions between Tao and other components. It is a mechanical program that does not engage in problem-solving itself but ensures that the process adheres to the established workflow. The Orchestrator's responsibilities include invoking Tao to begin problem-solving and calling upon Sage when a critical analysis of the proposed solutions is required.
Sage acts as the critic and evaluator in the system, analyzing the strategies and solutions put forward by Tao. As a separate entity or a different role played by the same large language model, Sage scrutinizes the work with a critical eye, providing feedback, highlighting potential flaws, and offering opinions to refine the problem-solving process. This critical analysis is essential for ensuring the quality and viability of the solutions before they are finalized and implemented.
[..tao_summarize:102..]
These are prior issues found:
- warning: The description could include more details on how Sage's critical analysis improves the problem-solving process.
- warning: The analysis could delve deeper into the specific functions or potential interactions between the Orchestrator, Tao, and Sage, such as error handling or iterative improvement processes.
- warning: The summary could include examples of the types of problems Tao might solve and how Sage's feedback could be integrated into the problem-solving process.
Please fix the issues and rewrite the full answer. Orchestrator and user would not see the previous edits, so unchanged contents should be repeated verbatim. Do not add any phatic expressions.
Reply: temperature=0.0
Tao is an integral component of a sophisticated problem-solving system, designed to tackle issues in a structured and methodical manner. As a diligent problem solver, Tao is implemented by a large language model, which can either operate independently or in conjunction with another model. Tao's primary responsibility is to dissect problems recursively, working from the top down to ensure that each aspect of the issue is addressed thoroughly. This approach allows for a comprehensive understanding of the problem, enabling Tao to develop well-rounded and effective solutions.
The Orchestrator is the backbone of the system, a mechanical program that directs the workflow and ensures that each component operates within its designated role. It does not engage in problem-solving itself but is essential for maintaining the structure of the process. The Orchestrator initiates the problem-solving sequence by invoking Tao and subsequently calls upon Sage when a solution needs to be evaluated. This ensures that the process is not only systematic but also adheres to a high standard of quality control.
Sage serves as the system's analytical critic, providing a layer of scrutiny to the solutions proposed by Tao. Sage's role is to meticulously examine the strategies and solutions, offering constructive criticism and expert opinions. This critical analysis is vital for refining the problem-solving process, as it helps to identify any potential flaws or areas for improvement. Sage's feedback is then integrated into Tao's problem-solving approach, allowing for iterative enhancements. This collaborative dynamic between Tao and Sage, facilitated by the Orchestrator, ensures that the solutions are not only creative but also robust and reliable. The types of problems Tao might solve can range from technical issues to complex analytical tasks, and Sage's feedback is crucial in ensuring that the solutions are practical and applicable to real-world scenarios.
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