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

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

4: Design the agent’s architecture.

> Entering new AgentExecutor chain…

Thought: I need to consider the various components of the agent.

Action: Search

Action Input: “BabyAGI architecture”Introducing LangChain to base babyagi · Issue #150 …

https://github.com/yoheinakajima/babyagi/issues/150

pj4533 @[email protected] on Twitter: “@JayScambler …

https://mobile.twitter.com/pj4533/status/1645811605718827008

Yohei on Twitter: “Teenage API” / Twitter

Introducing Babyagi: The AI-Powered Task Management System …

https://docs.kanaries.net/articles/babyagi-chatgpt

Autonomous agents Auto-GPT and BabyAGI are bringing AI to the …

https://www.fastcompany.com/90880294/auto-gpt-and-babyagi-how-autonomous-agents-are-bringing-generative-ai-to-the-masses

BabyAGI with the Right Language – Revolutionizing Task …

https://www.linkedin.com/pulse/babyagi-right-language-revolutionizing-task-se%C3%A7kin-k%C3%BCkrer-m-sc-

Auto-GPT and BabyAGI: How ‘autonomous agents’ are bringing …

Autonomous agents Auto-GPT and BabyAGI are bringing AI to the …

https://www.fastcompany.com/90880294/auto-gpt-and-babyagi-how-autonomous-agents-are-bringing-generative-ai-to-the-masses?partner=rss&utm_source=rss&utm_medium=feed&utm_campaign=rss+fastcompany&utm_content=rss

I used Auto-GPT and BabyAGI today. We are not ready for this. : r …

Safe Baby AGI | SpringerLink

https://link.springer.com/chapter/10.1007/978-3-319-21365-1_5

Observation: None

Thought: I need to consider the various APIs the agent will use.

Action: Search

Action Input: “JIRA API”REST 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 consider how the agent will document its code and usage.

Action: Search

Action Input: “Confluence Cloud API”The Confluence Cloud REST API

https://developer.atlassian.com/cloud/confluence/rest/

Manage API tokens for your Atlassian account | Atlassian Support

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

The Confluence Cloud REST API

https://developer.atlassian.com/cloud/confluence/rest/v2/intro/

The Confluence Cloud REST API V2 Brings Major Performance …

The Jira Cloud platform REST API

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

Is there any Confluence Cloud API to fetch deleted…

https://community.atlassian.com/t5/Confluence-Cloud-questions/Is-there-any-Confluence-Cloud-API-to-fetch-deleted-pages/qaq-p/2204494

Cloud developer documentation – Atlassian Developer

https://developer.atlassian.com/cloud/

Solved: JIRA/Confluence Cloud API Token Availability

https://community.atlassian.com/t5/Atlassian-Access-questions/JIRA-Confluence-Cloud-API-Token-Availability/qaq-p/723802

XSRF check failed when calling Cloud APIs | Atlassian Cloud …

https://confluence.atlassian.com/cloudkb/xsrf-check-failed-when-calling-cloud-apis-826874382.html

Confluence Cloud API – 403

https://community.atlassian.com/t5/Confluence-questions/Confluence-Cloud-API-403/qaq-p/629454

Observation: None

Thought: I need to consider how the agent will self-modify and version its code.

Action: Search

Action Input: “GitHub integration”GitHub integrations · GitHub

https://github.com/integrations

About integrations – GitHub Docs

https://docs.github.com/en/get-started/exploring-integrations/about-integrations

Features • GitHub Actions · GitHub

https://github.com/features/actions

GitHub Integration (Heroku GitHub Deploys) | Heroku Dev Center

https://devcenter.heroku.com/articles/github-integration

GitHub Actions Documentation – GitHub Docs

https://docs.github.com/en/actions

Slack + GitHub

https://slack.github.com/

Shopify GitHub integration for themes

https://shopify.dev/docs/themes/tools/github

GitHub Integration | Apiary Help

https://help.apiary.io/tools/github-integration/

GitHub Integration | Cypress Documentation

https://docs.cypress.io/guides/cloud/github-integration

GitHub integration overview – CircleCI

https://circleci.com/docs/github-integration/

Observation: None

Thought: I need to consider how the agent will access file repositories.

Action: Search

Action Input: “Google Drive integration”Introduction to Google Drive API | Google Developers

https://developers.google.com/drive/api/guides/about-sdk

Personal Cloud Storage & File Sharing Platform – Google

https://www.google.com/drive/

API Reference | Google Drive | Google Developers

https://developers.google.com/drive/api/v3/reference

Google Drive Integrations | Connect Your Apps with Zapier

https://zapier.com/apps/google-drive/integrations

Integrate Google Drive – Browse, Upload, Download, Embed, Play …

5 Best Google Drive Integrations For Managing Your Workflow In 2023

https://hive.com/blog/google-drive-integrations/

Google Drive Integration – Sprout Social Support

https://support.sproutsocial.com/hc/en-us/articles/360049211311-Google-Drive-Integration

Google Drive + Asana • Asana

https://asana.com/apps/google-drive

Google Drive Power-Up | Trello

https://trello.com/power-ups/55a5d916446f517774210006/google-drive

Airtable Sync Integration Google Drive | Airtable Support

https://support.airtable.com/docs/airtable-sync-integration-google-drive

Observation: None

Thought: I need to consider how the agent will generate income.

Action: Search

Action Input: “Shopify integration”Integrate in minutes with Shopify Plus

https://www.shopify.com/plus/integrate

App integration with online stores

https://shopify.dev/docs/apps/online-store

Shopify

https://www.shopify.com/

12 Top-Rated Shopify Integrations to Help You Grow your Business …

Shopify Integrations | Connect Your Apps with Zapier

https://zapier.com/apps/shopify/integrations

Setting up Google Analytics 4 · Shopify Help Center

https://help.shopify.com/en/manual/reports-and-analytics/google-analytics/google-analytics-setup

Top 17 Shopify Integrations in 2022

Scaling Social Commerce: Shopify Introduces New In-App Shopping …

https://news.shopify.com/scaling-social-commerce-shopify-introduces-new-in-app-shopping-experiences-on-tiktok

Facebook pixel · Shopify Help Center

https://help.shopify.com/en/manual/promoting-marketing/analyze-marketing/facebook-pixel

Setting up the Shopify integration for Support and Chat – Zendesk help

https://support.zendesk.com/hc/en-us/articles/4408820093850-Setting-up-the-Shopify-integration-for-Support-and-Chat

Observation: None

Thought: I need to consider how the agent will perform efficient similarity searches.

Action: Search

Action Input: “FAISS”facebookresearch/faiss: A library for efficient similarity … – GitHub

https://github.com/facebookresearch/faiss

Faiss: A library for efficient similarity search – Engineering at Meta

Welcome to Faiss Documentation — Faiss documentation

https://faiss.ai/

FAISS

https://ai.facebook.com/tools/faiss/

Introduction to Facebook AI Similarity Search (Faiss) | Pinecone

https://www.pinecone.io/learn/faiss-tutorial/

Faiss Middle School

https://www.faissmiddleschool.net/

Faiss: The Missing Manual | Pinecone

https://www.pinecone.io/learn/faiss/

Counselors | Faiss Middle School

https://www.faissmiddleschool.net/counselors

pip – Installing faiss on Google Colaboratory – Stack Overflow

https://stackoverflow.com/questions/47967252/installing-faiss-on-google-colaboratory

Spring Sports Season | Faiss Middle School

https://www.faissmiddleschool.net/spring-sports-season

Observation: None

Thought: I need to consider how the agent will access OpenAI’s API.

Action: Search

Action Input: “OpenAI’s API”OpenAI API

https://openai.com/blog/openai-api

Introduction – OpenAI API

https://platform.openai.com/docs/introduction

Transforming work and creativity with AI

https://openai.com/product

API Reference – OpenAI API

https://platform.openai.com/docs/api-reference

A Guide to the OpenAI API and What You Can Do With It

https://www.makeuseof.com/openai-api-guide-what-can-you-do/

OpenAI API

https://platform.openai.com/account/api-keys

What OpenAI’s API announcement means for makers | Product Hunt

https://www.producthunt.com/stories/what-openai-s-api-announcement-means-for-makers

Overview – OpenAI API

https://platform.openai.com/overview

GPT-3 API | Discover AI use cases

https://gpt3demo.com/apps/gpt-3-api

Models – OpenAI API

https://platform.openai.com/docs/models

Observation: None

Thought: I now have enough information to design the agent’s architecture.

Final Answer: The agent’s architecture should include 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, Google Drive integration to enable access to file repositories stored there, Shopify integration to enable the agent to generate income by creating stores on Shopify and selling products it can create via various generative AI systems, and FAISS for efficient similarity searches. 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.

> Finished chain.

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

The agent’s architecture should include 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, Google Drive integration to enable access to file repositories stored there, Shopify integration to enable the agent to generate income by creating stores on Shopify and selling products it can create via various generative AI systems, and FAISS for efficient similarity searches. 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.

> 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’s architecture should include 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, Google Drive integration to enable access to file repositories stored there, Shopify integration to enable the agent to generate income by creating stores on Shopify and selling products it can create via various generative AI systems, and FAISS for efficient similarity searches. 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.. This result was based on this task description: Design the agent’s architecture.. These are incomplete tasks: 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 task approval and tracking using the JIRA API., . 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: [‘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 task approval and tracking using the JIRA API.’, ”, ‘[‘, ‘”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 task approval and tracking using the JIRA API.”, ‘, ‘”Create a system to monitor the’]. 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 5.

> Finished chain.

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

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: Create a system to monitor the ultimate objective of

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