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

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

19: Create a system to enable the agent to track and approve tasks using the JIRA API.

> Entering new AgentExecutor chain…

Thought: I need to understand how the JIRA API works and how to use it.

Action: Search

Action Input: JIRA APIREST APIs – Jira Server

https://developer.atlassian.com/server/jira/platform/rest-apis/

JIRA Server platform REST API reference

https://docs.atlassian.com/jira/REST/server/

The Jira Cloud platform REST API

https://developer.atlassian.com/cloud/jira/platform/rest/

Manage API tokens for your Atlassian account | Atlassian Support

https://support.atlassian.com/atlassian-account/docs/manage-api-tokens-for-your-atlassian-account/

JIRA 6.1 REST API documentation

https://docs.atlassian.com/DAC/rest/jira/6.1.html

chobie/jira-api-restclient: php JIRA REST API – GitHub

https://github.com/chobie/jira-api-restclient

6. API Documentation – jira 3.5.1.dev13+g2e15c82 documentation

https://jira.readthedocs.io/api.html

Manage an organization with the admin APIs | Atlassian Support

https://support.atlassian.com/organization-administration/docs/manage-an-organization-with-the-admin-apis/

REST API – Requirements and Test Management for Jira

https://deviniti.com/support/addon/cloud/requirements-test-management/latest/rest-api/

sumoheavy/jira-ruby: A Ruby gem for the JIRA REST API – GitHub

https://github.com/sumoheavy/jira-ruby

Observation: None

Thought: I need to understand how to use the JIRA API to track and approve tasks.

Action: Search

Action Input: How to use JIRA API to track and approve tasksThe Jira Cloud platform REST API

https://developer.atlassian.com/cloud/jira/platform/rest/

Integrate with GitHub Cloud | Atlassian Support

https://support.atlassian.com/jira-cloud-administration/docs/integrate-with-github/

Webhooks

https://developer.atlassian.com/server/jira/platform/webhooks/

Jira smart values – issues | Cloud automation Cloud | Atlassian …

https://support.atlassian.com/cloud-automation/docs/jira-smart-values-issues/

How to create and manage test cases with Xray and Jira

https://www.atlassian.com/devops/testing-tutorials/jira-xray-integration-manage-test-cases

Get ticket approved details using REST API

https://community.atlassian.com/t5/Jira-questions/Get-ticket-approved-details-using-REST-API/qaq-p/733197

6 Steps to Better Release Management in Jira

Solved: How do I add an approval to a Jira software projec…

https://community.atlassian.com/t5/Jira-Software-questions/How-do-I-add-an-approval-to-a-Jira-software-project-workflow/qaq-p/917817

Checks for merging pull requests – Atlassian Documentation

https://confluence.atlassian.com/bitbucketserver/checks-for-merging-pull-requests-776640039.html

Jira | GitLab

https://docs.gitlab.com/ee/integration/jira/

Observation: None

Thought: I need to write code to implement the agent.

Action: Code

Action Input: Create a system to enable the agent to track and approve tasks using the JIRA API.

Observation: 

// Create a JIRA API client

const jiraClient = require(‘jira-client’);

// Initialize the JIRA API client

const jira = new jiraClient({

    host: ‘https://your-jira-host.com‘,

    username: ‘your-username’,

    password: ‘your-password’,

    apiVersion: ‘2’,

    strictSSL: true

});

// Create a function to track and approve tasks using the JIRA API

const trackAndApproveTasks = async () => {

    // Get all tasks from the JIRA API

    const tasks = await jira.search.search({

        jql: ‘project = YOUR_PROJECT_KEY’,

        fields: [‘summary’, ‘status’]

    });

    // Iterate over each task

    tasks.forEach(task => {

        // Check if the task is in the “To Do” status

        if (task.fields.status.name === ‘To Do’) {

            // Approve the task

            jira.issue.editIssue({

                issueKey: task.key,

Thought: I now know how to track and approve tasks using the JIRA API.

Final Answer: Create a function to track and approve tasks using the JIRA API. The function should get all tasks from the JIRA API, iterate over each task, and check if the task is in the “To Do” status. If it is, the task should be approved.

> Finished chain.

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

Create a function to track and approve tasks using the JIRA API. The function should get all tasks from the JIRA API, iterate over each task, and check if the task is in the “To Do” status. If it is, the task should be approved.

> 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: Create a function to track and approve tasks using the JIRA API. The function should get all tasks from the JIRA API, iterate over each task, and check if the task is in the “To Do” status. If it is, the task should be approved.. This result was based on this task description: Create a system to enable the agent to track and approve tasks using the JIRA API.. These are incomplete tasks: Create a user interface for the agent to interact with the JIRA API., Create a user interface for the agent to interact with the Shopify API., Create test cases for system testing that include scenarios for updating a user profile., Document the code and usage of the agent through the Confluence Cloud API., Self-modify the agent with new features using GitHub integration., Incorporate FAISS for efficient similarity searches., Discover and integrate new APIs to perform new tasks., Integrate embeddings on OpenAI’s API., Ensure that the developed proof-of-concept is efficient, effective, creative, kind, and serves as a foundation for future iterations and improvements., Generate the initial code repository with the developed code., Provide API credentials., Perform other tasks the AGI is unable to perform in its current iteration., Add Google Drive integration to enable access to file repositories stored there., Explore the possibility of using generative AI systems.. 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: [‘Create a user interface for the agent to interact with the JIRA API.’, ‘Create a user interface for the agent to interact with the Shopify API.’, ‘Create test cases for system testing that include scenarios for updating a user profile.’, ‘Document the code and usage of the agent through the Confluence Cloud API.’, ‘Self-modify the agent with new features using GitHub integration.’, ‘Incorporate FAISS for efficient similarity searches.’, ‘Discover and integrate new APIs to perform new tasks.’, “Integrate embeddings on OpenAI’s API.”, ‘Ensure that the developed proof-of-concept is efficient, effective, creative, kind, and serves as a foundation for future iterations and improvements.’, ‘Generate the initial code repository with the developed code.’, ‘Provide API credentials.’, ‘Perform other tasks the AGI is unable to perform in its current iteration.’, ‘Add Google Drive integration to enable access to file repositories stored there.’, ‘Explore the possibility of using generative AI systems.’, ‘Tasks: ‘, ‘1. Create a system to enable the agent to interact with the JIRA API.’, ‘2. Create a system to enable the agent to interact with the Shopify API.’, ‘3. Create a system to enable the agent to generate income by creating stores on Shopify and selling products it can create via various generative AI systems.’, ‘4. Create a system to enable the agent to access Google Drive repositories.’, ‘5. Create a system to enable the agent to perform efficient similarity searches using FAISS.’, ‘6. Create a system to enable the agent to discover and integrate new APIs to perform new tasks.’, “7. Create a system to enable the agent to integrate embeddings on OpenAI’s API.”, ‘8. Create test cases for system testing that include scenarios for updating a user profile.’, ‘9. Create a system to enable the agent to self-modify with new features using GitHub integration.’, ’10. Document the code and usage of the agent through the Confluence Cloud API.’]. 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 20.

> Finished chain.

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

20: Create a system to enable the agent to interact with the JIRA API.

21: Create a system to enable the agent to interact with the Shopify API.

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

23: Create a system to enable the agent to access Google Drive repositories.

24: Create a system to enable the agent to perform efficient similarity searches using FAISS.

25: Create a system to enable the agent to discover and integrate new APIs to perform new tasks.

26: Create a system to enable the agent to integrate embeddings on OpenAI’s API.

27: Create test cases for system testing that include scenarios for updating a user profile.

28: Create a system to enable the agent to self-modify with new features using GitHub integration.

29: Document the code and usage of the agent through the Confluence Cloud API.

30: Generate the initial code repository with the developed code.

31: Provide API credentials.

32: Perform other tasks the AGI is unable to perform in its current iteration.

33: Add Google Drive integration to enable access to file

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