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How a Task-Driven Autonomous Agent Utilises GPT-4 and LangChain for Diverse Applications

*****NEXT TASK*****

3: Design a set of tasks for the agent to complete.

> Entering new AgentExecutor chain…

Thought: What tasks should the agent be able to complete?

Action: Search

Action Input: “Task-driven autonomous agent capabilities”Task-driven Autonomous Agent Utilizing GPT-4, Pinecone, and …

kalaspuff/ai-assisted-task-executor: A Task-Driven … – GitHub

https://github.com/kalaspuff/ai-assisted-task-executor

Yohei on Twitter: ” 1/8 Introducing ” Task-driven Autonomous …

From ChatGPT to Auto-GPT: Discover the Next Evolution of …

https://medium.com/codingthesmartway-com-blog/from-chatgpt-to-auto-gpt-discover-the-next-evolution-of-autonomous-ai-thats-changing-the-game-a00e83d583cf

Task-driven Autonomous Agent Using GPT-4, Pinecone, and …

https://www.emergentmind.com/posts/task-driven-autonomous-agent-utilizing-gpt-4-pinecone

Automated Vehicle Safety | NHTSA

https://www.nhtsa.gov/technology-innovation/automated-vehicles-safety

Human Trust of Autonomous Agent Varies With Strategy and …

https://ieeexplore.ieee.org/document/9582622

Beyond ChatGPT: AgentGPT is Bringing Autonomous AI To The …

https://www.codingthesmartway.com/beyond-chatgpt-agentgpt-is-bringing-autonomous-ai-to-the-browser/

Weighted synergy graphs for effective team formation with …

https://www.sciencedirect.com/science/article/pii/S0004370213001306

Embodied Question Answering: A goal-driven approach to …

Observation: None

Thought: What tasks should the agent be able to complete?

Action: Search

Action Input: “Task-driven autonomous agent best practices”From ChatGPT to Auto-GPT: Discover the Next Evolution of …

https://medium.com/codingthesmartway-com-blog/from-chatgpt-to-auto-gpt-discover-the-next-evolution-of-autonomous-ai-thats-changing-the-game-a00e83d583cf

Deep Reinforcement Learning for Autonomous Driving: A Survey

https://arxiv.org/pdf/2002.00444

From ChatGPT to Auto-GPT: Discover the Next Evolution of …

https://www.codingthesmartway.com/from-chatgpt-to-auto-gpt-discover-the-next-evolution-of-autonomous-ai-thats-changing-the-game/

A Distributed Control of Movements and Fuzzy Logic-Based Task …

https://ieeexplore.ieee.org/document/8491460

Autonomous Vehicles | Self-Driving Vehicles Enacted Legislation

https://www.ncsl.org/transportation/autonomous-vehicles

Considerations and Best Practices in Agent-Based Modeling to …

https://www.ncbi.nlm.nih.gov/books/NBK305917/

Automated Driving Systems: A Vision for Safety

https://www.nhtsa.gov/document/automated-driving-systems-20-voluntary-guidance

Modeling Adaptive Autonomous Agents 1 Introduction

https://cse-robotics.engr.tamu.edu/dshell/cs689/papers/maes-94modeling.pdf

TEACh: Task-driven embodied agents that chat – Amazon Science

https://www.amazon.science/publications/teach-task-driven-embodied-agents-that-chat

LangChain : Augmenting Large Language Models Like GPT-3

https://www.linkedin.com/pulse/langchain-augmenting-large-language-models-like-gpt-3-dennis-layton

Observation: None

Thought: What tasks should the agent be able to complete?

Action: Search

Action Input: “Task-driven autonomous agent use cases”kalaspuff/ai-assisted-task-executor: A Task-Driven … – GitHub

https://github.com/kalaspuff/ai-assisted-task-executor

Task-driven Autonomous Agent Utilizing GPT-4, Pinecone, and …

Yohei on Twitter: ” 1/8 Introducing ” Task-driven Autonomous …

Baby AGI | Discover AI use cases

https://gpt3demo.com/apps/baby-agi

The Interaction Between Humans and Autonomous Agents …

https://link.springer.com/chapter/10.1007/978-3-662-48847-8_6

Promoting Task-based Autonomous Learning in Intensive listening …

https://eudl.eu/doi/10.4108/eai.27-4-2019.2285227

Approaches to Simulating Autonomous System Coordination and …

https://blog.applied.co/blog-post/multi-robot-systems

Embodied Question Answering: A goal-driven approach to …

Creating autonomous networks with intent-based closed loops …

https://www.ericsson.com/en/reports-and-papers/ericsson-technology-review/articles/creating-autonomous-networks-with-intent-based-closed-loops

Deep Dive: Could autonomous AI Agents be the next step towards …

https://www.hitchhikersguidetoai.com/p/deep-dive-could-autonomous-ai-agents

Observation: None

Thought: I now know the final answer

Final Answer: The agent should be able to manage tasks through the JIRA API, receive new tasks via JIRA, document its code and usage through the Confluence Cloud API, self-modify with new features using GitHub integration, discover and integrate new APIs to perform new tasks, enhance itself with its own integrations to access these APIs, access file repositories stored on Google Drive, generate income by creating stores on Shopify and selling products it can create via various generative AI systems, use FAISS for efficient similarity searches, and explore the possibility of integrating embeddings on OpenAI’s API.

> Finished chain.

*****TASK RESULT*****

The agent should be able to manage tasks through the JIRA API, receive new tasks via JIRA, document its code and usage through the Confluence Cloud API, self-modify with new features using GitHub integration, discover and integrate new APIs to perform new tasks, enhance itself with its own integrations to access these APIs, access file repositories stored on Google Drive, generate income by creating stores on Shopify and selling products it can create via various generative AI systems, use FAISS for efficient similarity searches, and explore the possibility of integrating embeddings on OpenAI’s API.

> Entering new TaskCreationChain chain…

Prompt after formatting:

You are an task creation AGI that uses the result of an execution agent to create new tasks with the following objective: Develop a proof-of-concept for a task-driven autonomous agent using the BabyAGI framework that can manage tasks through the JIRA API, receive new tasks via JIRA, document its code and usage through the Confluence Cloud API, and self-modify with new features using GitHub integration. Focus on the following key aspects: GPT-4, OpenAI’s API, LangChain, BabyAGI, AutoGPT, Task management, approval and tracking using the JIRA API, Task completion and new task generation with GPT-4 and LangChain, Documentation of code and usage with the Confluence Cloud API, Self-modification and versioning using GitHub integration. Ensure that the developed proof-of-concept is efficient, effective, creative, kind, and serves as a foundation for future iterations and improvements. Additionally, the agent should be able to discover and integrate new APIs to perform new tasks, and enhance itself with its own integrations to access these APIs. Google Drive integration should be added to enable access to file repositories stored there, and Shopify integration should be included to enable the agent to generate income by creating stores on Shopify and selling products it can create via various generative AI systems. The agent should also incorporate FAISS for efficient similarity searches and explore the possibility of integrating embeddings on OpenAI’s API. The final product should be well-documented and easy to use, and serve as a solid foundation for further development and expansion. Your human helper, Adrian, will assist generating the initial code repository with the developed code, provide API credentials, and perform other tasks you are unable to perform in your current iteration., The last completed task has the result: The agent should be able to manage tasks through the JIRA API, receive new tasks via JIRA, document its code and usage through the Confluence Cloud API, self-modify with new features using GitHub integration, discover and integrate new APIs to perform new tasks, enhance itself with its own integrations to access these APIs, access file repositories stored on Google Drive, generate income by creating stores on Shopify and selling products it can create via various generative AI systems, use FAISS for efficient similarity searches, and explore the possibility of integrating embeddings on OpenAI’s API.. This result was based on this task description: Design a set of tasks for the agent to complete.. These are incomplete tasks: Design the agent’s architecture., Write code to implement the agent., Test the agent to ensure that it is functioning as expected., Integrate Google Drive to enable access to file repositories stored there., Integrate Shopify to enable the agent to generate income by creating stores on Shopify and selling products it can create via various generative AI systems., Incorporate FAISS for efficient similarity searches., Explore the possibility of integrating embeddings on OpenAI’s API., Document the code and usage with the Confluence Cloud API., Self-modify and version the code using GitHub integration., Evaluate the developed proof-of-concept for efficiency, effectiveness, creativity, and kindness., Discover and integrate new APIs to perform new tasks., Enhance the agent with its own integrations to access APIs., Generate the initial code repository with the developed code, provide API credentials, and perform other tasks., Design a user interface for the agent that is intuitive and easy to use., Develop a system for. Based on the result, create new tasks to be completed by the AGI system that do not overlap with incomplete tasks. Return the tasks as an array.

> Finished chain.

> Entering new TaskPrioritizationChain chain…

Prompt after formatting:

You are an task prioritization AGI tasked with cleaning the formatting of and reprioritizing the following tasks: [“Design the agent’s architecture.”, ‘Write code to implement the agent.’, ‘Test the agent to ensure that it is functioning as expected.’, ‘Integrate Google Drive to enable access to file repositories stored there.’, ‘Integrate Shopify to enable the agent to generate income by creating stores on Shopify and selling products it can create via various generative AI systems.’, ‘Incorporate FAISS for efficient similarity searches.’, “Explore the possibility of integrating embeddings on OpenAI’s API.”, ‘Document the code and usage with the Confluence Cloud API.’, ‘Self-modify and version the code using GitHub integration.’, ‘Evaluate the developed proof-of-concept for efficiency, effectiveness, creativity, and kindness.’, ‘Discover and integrate new APIs to perform new tasks.’, ‘Enhance the agent with its own integrations to access APIs.’, ‘Generate the initial code repository with the developed code, provide API credentials, and perform other tasks.’, ‘Design a user interface for the agent that is intuitive and easy to use.’, ‘Develop a system for’, ‘Tasks: ‘, ‘1. Develop a system for task approval and tracking using the JIRA API.’, ‘2. Develop a system for task completion and new task generation with GPT-4 and LangChain.’, ‘3. Develop a system for self-modification and versioning using GitHub integration.’, ‘4. Develop a system for discovering and integrating new APIs to perform new tasks.’, ‘5. Develop a system for enhancing the agent with its own integrations to access APIs.’, ‘6. Develop a system for generating income by creating stores on Shopify and selling products it can create via various generative AI systems.’, ‘7. Develop a system for evaluating the developed proof-of-concept for efficiency, effectiveness, creativity, and kindness.’, ‘8. Develop a user interface for the agent that is intuitive and easy to use.’]. Consider the ultimate objective of your team: Develop a proof-of-concept for a task-driven autonomous agent using the BabyAGI framework that can manage tasks through the JIRA API, receive new tasks via JIRA, document its code and usage through the Confluence Cloud API, and self-modify with new features using GitHub integration. Focus on the following key aspects: GPT-4, OpenAI’s API, LangChain, BabyAGI, AutoGPT, Task management, approval and tracking using the JIRA API, Task completion and new task generation with GPT-4 and LangChain, Documentation of code and usage with the Confluence Cloud API, Self-modification and versioning using GitHub integration. Ensure that the developed proof-of-concept is efficient, effective, creative, kind, and serves as a foundation for future iterations and improvements. Additionally, the agent should be able to discover and integrate new APIs to perform new tasks, and enhance itself with its own integrations to access these APIs. Google Drive integration should be added to enable access to file repositories stored there, and Shopify integration should be included to enable the agent to generate income by creating stores on Shopify and selling products it can create via various generative AI systems. The agent should also incorporate FAISS for efficient similarity searches and explore the possibility of integrating embeddings on OpenAI’s API. The final product should be well-documented and easy to use, and serve as a solid foundation for further development and expansion. Your human helper, Adrian, will assist generating the initial code repository with the developed code, provide API credentials, and perform other tasks you are unable to perform in your current iteration.. Do not remove any tasks. Return the result as a numbered list, like: #. First task #. Second task Start the task list with number 4.

> Finished chain.

*****TASK LIST*****

4: Design the agent’s architecture.

5: Write code to implement the agent.

6: Test the agent to ensure that it is functioning as expected.

7: Integrate Google Drive to enable access to file repositories stored there.

8: Integrate Shopify to enable the agent to generate income by creating stores on Shopify and selling products it can create via various generative AI systems.

9: Incorporate FAISS for efficient similarity searches.

10: Explore the possibility of integrating embeddings on OpenAI’s API.

11: Document the code and usage with the Confluence Cloud API.

12: Self-modify and version the code using GitHub integration.

13: Evaluate the developed proof-of-concept for efficiency, effectiveness, creativity, and kindness.

14: Discover and integrate new APIs to perform new tasks.

15: Enhance the agent with its own integrations to access APIs.

16: Generate the initial code repository with the developed code, provide API credentials, and perform other tasks.

17: Design a user interface for the agent that is intuitive and easy to use.

18: Develop a system for task approval and tracking using the JIRA API.

19: 

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