Coze: A Love Story

Table of Contents First Days Using Coze Diving Deeper and Deeper Expanding the Portfolio Multi-Agent Bots Internal IDE for Python and JavaScript API AI Assistance for AI Assistants Price Changes Redemption First Days Using Coze I came upon Coze no/low-code chatbot builder back in March of 2024 near its infancy. The software was certainly impressive, even back then. Having used a number of similar tools, Coze promised a great deal of features I was interested in. What really caught my eye, though, was the ability to quickly forge API tool connections for the bot to use seamlessly in conversation. I remember vividly my excitement when I learned you could use an OpenAPI spec in their plugin builder to connect to any API, and Coze would even handle the OAuth process (which can be quite overwhelming for beginners). I quickly began racking my brain for ideas of what tools would be the most useful. I was into futures and stock trading at the time, so I created a bot called Financial Informer that could give you market news and economic event updates either by request or by scheduling. It is a bot I use to this day, every day. Financial Informer on Coze: https://tinyurl.com/28zg5kqn Financial Informer - Demo Video https://www.youtube.com/watch?v=WqNl66iJ5NQ&embedable=true Financial Informer - How I Built This Coze Series https://www.youtube.com/watch?v=Dnk8O8xJVHE&embedable=true Diving Deeper and Deeper As time went on, I delved deeper into the capabilities of Coze. There was a period of time where it seemed there was a new Coze feature coming out almost every other day, the next more interesting and useful than the last. Because of my interest in software and learning, I started development on what I consider my most successful bot to date: Codeman. There are many coding assistants out there, but this one stood out with its unique integration of both GitHub and Dropbox, offering the user several powerful features: Manage GitHub Issues and Repositories: Codeman allows seamless tracking and management of issues and repositories on GitHub. Navigate and Read Files in Repos: The bot can access and analyze code files directly from GitHub, providing insights and suggestions. Navigate and Read Dropbox Files: With real-time syncing through Dropbox, Codeman can access files stored there, ensuring instant feedback and updates. The decision to connect both GitHub and Dropbox stemmed from the realization that GitHub offers the world’s most popular version control, and Dropbox excels in real-time syncing and file storage. This magic combo allows Codeman to work alongside the user, checking revisions continuously. Codeman provides real-time feedback on your coding. This keeps things efficient and accurate without the hassle of pushing changes to the repository. This real-time collaboration has been invaluable in streamlining the coding process. I realized pretty quickly that things like context and RAG (retrieval-augmented generation) were going to be crucial for more sophisticated assistants. The beauty of Codeman is that he is given access to your project, revisions, he can read the code, gain an understanding of overall architecture and folder structure, and much more than I had originally anticipated. I was just tired of having to copy and paste in ChatGPT so much…necessity is the mother of invention I suppose. Codeman on Coze: https://tinyurl.com/2bpbuhk2 Codeman - Demo Video https://www.youtube.com/watch?v=m5OkoICP0_E&embedable=true Codeman - How I Built This Coze Series https://www.youtube.com/watch?v=eQAL2kitpAM&embedable=true Expanding the Portfolio Building on the success of Codeman, I ventured into creating other specialized bots to cater to different needs. Each bot was designed with a specific purpose and audience in mind, demonstrating the versatility and power of Coze's platform. College College offers an innovative approach to education, allowing users to simulate a college experience. Whether you're interested in pursuing a major or simply exploring a new topic, College tailors the learning experience to your preferences: Choose Any Major: Select any major or topic that interests you, even if its not the traditional courses. Select Difficulty Level: Customize the challenge level to suit your learning goals. Achieve Academic Goals: Focus on meaningful learning without unnecessary distractions. This bot is all about making learning personal. It can be a tool for lifelong learners and students alike. College on Coze: https://tinyurl.com/2afjlyp9 College - Demo Video https://www.youtube.com/watch?v=3eEFIavsIu8&embedable=true Professional Services Suite: Financialman, Taxman, and Legalman Recognizing the demand for professional services for the common man, I developed a suite of three bots tailored to provide expert advice in financial, tax, and legal matters. They can provide information and guidance (for entertainment purposes) that has traditionally been reserved for the wealthy. Financialman Edward Financialman offers personalized financial advice and planning services tailored to individual needs. Edward ensures clients receive clear, empathetic guidance, helping them navigate complex financial landscapes with confidence. His expertise spans several areas: Budgeting and Investments: Create and manage financial plans to achieve your goals. Retirement Planning: Design strategies for a secure financial future. Tax Strategies and Estate Planning: Navigate complex tax laws and estate considerations with ease. Financialman on Coze: https://tinyurl.com/23rj2car Taxman Harold Taxman is a virtual tax advisor specializing in both federal and state tax laws. His ability to provide tailored advice makes Harold an invaluable resource for individuals and businesses looking to optimize their tax strategies. He offers services that cater to a range of tax scenarios: Estimated Tax Calculations: Get accurate tax estimates based on personal or business situations. Simple to Complex Tax Scenarios: Harold can assist with both straightforward and intricate tax issues. Taxman on Coze: https://tinyurl.com/2ym7lc6v Taxman - Demo Video https://www.youtube.com/watch?v=_U77cA5X0TU&embedable=true Legalman Saul Legalman specializes in business law, offering insightful answers to legal questions and guidance on legal documents. Legalman’s expertise helps users navigate complex legal landscapes, providing clarity and confidence in decision-making. His specialties include: Business Law Expertise: Gain insights into business-related legal matters. Guidance on Legal Documents: Receive assistance in drafting and understanding legal documents. Legalman on Coze: https://tinyurl.com/2bhxajzp Multi-Agent Bots One of the exciting developments in AI chatbot technology is the concept of the multi-agent bot. These bots collaborate to perform complex tasks, each specializing in different aspects of a project. Imagine a scenario where Codeman, Financialman, Taxman, and Legalman work together to assist a startup founder: Codeman handles the technical development, ensuring the software runs smoothly. Financialman advises on financial planning and investment strategies. Taxman manages tax obligations and optimizes tax strategies. Legalman provides legal guidance and assists with documentation. This multi-agent approach allows for a holistic solution to complex challenges, leveraging the strengths of each bot to achieve a common goal. Internal IDE for Python and JavaScript As the platform matured, more tools were introduced to complement these bots, including an integrated IDE. Coze’s internal IDE capabilities empower developers to write and test code efficiently within the platform. Some key features include: Integrated Development Environment: Write, test, and debug code in Python and JavaScript without leaving the Coze platform. Collaboration Tools: Work seamlessly with team members, streamlining the development process. The IDE's user-friendly design makes it accessible to both novice and experienced developers, enhancing productivity and collaboration. API One of Coze’s standout features is its robust API. While API tokens come at an additional cost, they offer powerful capabilities akin to other LLMs like OpenAI or Gemini. However, some coding adjustments are necessary to fully leverage these APIs. Notable features include: Streaming Capabilities: Process and respond to real-time data efficiently. Tool Usage: Seamlessly integrate external tools and libraries to enhance bot functionality. Bells and Whistles: Access additional features that boost performance and flexibility. The API's flexibility allows developers to build custom solutions that cater to specific needs, demonstrating the platform's versatility. AI Assistance for AI Assistants Coze's interface is equipped with AI-driven tools designed to assist in the bot-building process. These features empower users to create sophisticated bots with ease: Bot Instruction Rewriting: Convert basic descriptions into detailed bot instructions, ensuring clarity and precision. Code Writing Assistance: AI aids in writing code within workflow elements, reducing development time and errors. These tools highlight Coze’s commitment to making bot creation accessible and efficient for users of all skill levels. Some Bumpy Price Changes Initially, Coze operated as a free service, providing users with access to its powerful features without cost. However, in July 2024, the platform introduced usage charges, allowing creators to decide whether to absorb the cost or pass it on to users. This sudden change led to significant disruption: User Backlash: Many users and creators expressed dissatisfaction with the unexpected shift, leading to departures from the platform. Adaptation Challenges: Users had to quickly adapt to the new pricing model, impacting their workflow and budget considerations. Despite these challenges, Coze's community remains resilient, with many users finding ways to adapt and thrive. While this upset some users, most of us recognized the value Coze brings and found ways to adapt. In all my searching, I haven’t found anything that offers the same number of features in such a user-friendly way, so it’s definitely worth the cost for developers. Python SDK Perhaps one of the best releases from the Coze software has been the availability of the Python SDK, allowing users to interact with their bots, create new ones, edit them in a team, and much more, right from the home of the Python package. For Python lovers like me, the release of the Python SDK was truly a game-changer. A Journey Unfinished Looking back, it's been quite a ride. From the early days of just trying out a new tool to now building an entire portfolio of bots, Coze has continued to evolve in ways I never imagined. Despite the bumps along the way, it's the kind of platform that keeps you coming back—offering solutions to problems I didn't even know I had when I started. They add features that solve specific and real problems for developers. Sure, the price changes were frustrating for some, but honestly, for the level of functionality and support Coze offers, it's been well worth it. The addition of things like the Python SDK, the ever-growing multi-agent bot capabilities, and the collaborative infrastructure have only solidified my appreciation for the platform. Whether it's for personal projects or more complex, professional applications, Coze continues to be the backbone of my bot-building adventures. Here's to the next evolution, whatever that may bring! Table of Contents First Days Using Coze Diving Deeper and Deeper Expanding the Portfolio Multi-Agent Bots Internal IDE for Python and JavaScript API AI Assistance for AI Assistants Price Changes Redemption First Days Using Coze Diving Deeper and Deeper Expanding the Portfolio Multi-Agent Bots Internal IDE for Python and JavaScript API AI Assistance for AI Assistants Price Changes Redemption First Days Using Coze I came upon Coze no/low-code chatbot builder back in March of 2024 near its infancy. The software was certainly impressive, even back then. Having used a number of similar tools, Coze promised a great deal of features I was interested in. What really caught my eye, though, was the ability to quickly forge API tool connections for the bot to use seamlessly in conversation. I remember vividly my excitement when I learned you could use an OpenAPI spec in their plugin builder to connect to any API, and Coze would even handle the OAuth process (which can be quite overwhelming for beginners). I quickly began racking my brain for ideas of what tools would be the most useful. I was into futures and stock trading at the time, so I created a bot called Financial Informer that could give you market news and economic event updates either by request or by scheduling. It is a bot I use to this day, every day. Financial Informer on Coze: https://tinyurl.com/28zg5kqn Financial Informer https://tinyurl.com/28zg5kqn https://tinyurl.com/28zg5kqn Financial Informer - Demo Video Financial Informer - Demo Video Financial Informer - Demo Video https://www.youtube.com/watch?v=WqNl66iJ5NQ&embedable=true https://www.youtube.com/watch?v=WqNl66iJ5NQ&embedable=true Financial Informer - How I Built This Coze Series Financial Informer - How I Built This Coze Series Financial Informer - How I Built This Coze Series https://www.youtube.com/watch?v=Dnk8O8xJVHE&embedable=true https://www.youtube.com/watch?v=Dnk8O8xJVHE&embedable=true Diving Deeper and Deeper As time went on, I delved deeper into the capabilities of Coze. There was a period of time where it seemed there was a new Coze feature coming out almost every other day, the next more interesting and useful than the last. Because of my interest in software and learning, I started development on what I consider my most successful bot to date: Codeman . There are many coding assistants out there, but this one stood out with its unique integration of both GitHub and Dropbox, offering the user several powerful features: Codeman Manage GitHub Issues and Repositories: Codeman allows seamless tracking and management of issues and repositories on GitHub. Navigate and Read Files in Repos: The bot can access and analyze code files directly from GitHub, providing insights and suggestions. Navigate and Read Dropbox Files: With real-time syncing through Dropbox, Codeman can access files stored there, ensuring instant feedback and updates. Manage GitHub Issues and Repositories: Codeman allows seamless tracking and management of issues and repositories on GitHub. Manage GitHub Issues and Repositories: Codeman allows seamless tracking and management of issues and repositories on GitHub. Manage GitHub Issues and Repositories: Navigate and Read Files in Repos: The bot can access and analyze code files directly from GitHub, providing insights and suggestions. Navigate and Read Files in Repos: The bot can access and analyze code files directly from GitHub, providing insights and suggestions. Navigate and Read Files in Repos: Navigate and Read Dropbox Files: With real-time syncing through Dropbox, Codeman can access files stored there, ensuring instant feedback and updates. Navigate and Read Dropbox Files: With real-time syncing through Dropbox, Codeman can access files stored there, ensuring instant feedback and updates. Navigate and Read Dropbox Files: The decision to connect both GitHub and Dropbox stemmed from the realization that GitHub offers the world’s most popular version control, and Dropbox excels in real-time syncing and file storage. This magic combo allows Codeman to work alongside the user, checking revisions continuously. Codeman provides real-time feedback on your coding. This keeps things efficient and accurate without the hassle of pushing changes to the repository. This real-time collaboration has been invaluable in streamlining the coding process. I realized pretty quickly that things like context and RAG (retrieval-augmented generation) were going to be crucial for more sophisticated assistants. The beauty of Codeman is that he is given access to your project, revisions, he can read the code, gain an understanding of overall architecture and folder structure, and much more than I had originally anticipated. I was just tired of having to copy and paste in ChatGPT so much…necessity is the mother of invention I suppose. Codeman on Coze: https://tinyurl.com/2bpbuhk2 Codeman https://tinyurl.com/2bpbuhk2 https://tinyurl.com/2bpbuhk2 Codeman - Demo Video Codeman - Demo Video Codeman - Demo Video https://www.youtube.com/watch?v=m5OkoICP0_E&embedable=true https://www.youtube.com/watch?v=m5OkoICP0_E&embedable=true Codeman - How I Built This Coze Series Codeman - How I Built This Coze Series Codeman - How I Built This Coze Series https://www.youtube.com/watch?v=eQAL2kitpAM&embedable=true https://www.youtube.com/watch?v=eQAL2kitpAM&embedable=true Expanding the Portfolio Building on the success of Codeman, I ventured into creating other specialized bots to cater to different needs. Each bot was designed with a specific purpose and audience in mind, demonstrating the versatility and power of Coze's platform. College College offers an innovative approach to education, allowing users to simulate a college experience. Whether you're interested in pursuing a major or simply exploring a new topic, College tailors the learning experience to your preferences: College Choose Any Major: Select any major or topic that interests you, even if its not the traditional courses. Select Difficulty Level: Customize the challenge level to suit your learning goals. Achieve Academic Goals: Focus on meaningful learning without unnecessary distractions. Choose Any Major: Select any major or topic that interests you, even if its not the traditional courses. Choose Any Major: Select any major or topic that interests you, even if its not the traditional courses. Choose Any Major: Select Difficulty Level: Customize the challenge level to suit your learning goals. Select Difficulty Level: Customize the challenge level to suit your learning goals. Select Difficulty Level: Achieve Academic Goals: Focus on meaningful learning without unnecessary distractions. Achieve Academic Goals: Focus on meaningful learning without unnecessary distractions. Achieve Academic Goals: This bot is all about making learning personal. It can be a tool for lifelong learners and students alike. College on Coze: https://tinyurl.com/2afjlyp9 College https://tinyurl.com/2afjlyp9 https://tinyurl.com/2afjlyp9 College - Demo Video College - Demo Video College - Demo Video https://www.youtube.com/watch?v=3eEFIavsIu8&embedable=true https://www.youtube.com/watch?v=3eEFIavsIu8&embedable=true Professional Services Suite: Financialman, Taxman, and Legalman Recognizing the demand for professional services for the common man, I developed a suite of three bots tailored to provide expert advice in financial, tax, and legal matters. They can provide information and guidance (for entertainment purposes) that has traditionally been reserved for the wealthy. Financialman Edward Financialman offers personalized financial advice and planning services tailored to individual needs. Edward ensures clients receive clear, empathetic guidance, helping them navigate complex financial landscapes with confidence. His expertise spans several areas: Edward Financialman Budgeting and Investments: Create and manage financial plans to achieve your goals. Retirement Planning: Design strategies for a secure financial future. Tax Strategies and Estate Planning: Navigate complex tax laws and estate considerations with ease. Budgeting and Investments: Create and manage financial plans to achieve your goals. Budgeting and Investments: Create and manage financial plans to achieve your goals. Budgeting and Investments: Retirement Planning: Design strategies for a secure financial future. Retirement Planning: Design strategies for a secure financial future. Retirement Planning: Tax Strategies and Estate Planning: Navigate complex tax laws and estate considerations with ease. Tax Strategies and Estate Planning: Navigate complex tax laws and estate considerations with ease. Tax Strategies and Estate Planning: Financialman on Coze: https://tinyurl.com/23rj2car Financialman https://tinyurl.com/23rj2car https://tinyurl.com/23rj2car Taxman Harold Taxman is a virtual tax advisor specializing in both federal and state tax laws. His ability to provide tailored advice makes Harold an invaluable resource for individuals and businesses looking to optimize their tax strategies. He offers services that cater to a range of tax scenarios: Harold Taxman Estimated Tax Calculations: Get accurate tax estimates based on personal or business situations. Simple to Complex Tax Scenarios: Harold can assist with both straightforward and intricate tax issues. Estimated Tax Calculations: Get accurate tax estimates based on personal or business situations. Estimated Tax Calculations: Get accurate tax estimates based on personal or business situations. Estimated Tax Calculations: Simple to Complex Tax Scenarios: Harold can assist with both straightforward and intricate tax issues. Simple to Complex Tax Scenarios: Harold can assist with both straightforward and intricate tax issues. Simple to Complex Tax Scenarios: Taxman on Coze: https://tinyurl.com/2ym7lc6v Taxman https://tinyurl.com/2ym7lc6v https://tinyurl.com/2ym7lc6v Taxman - Demo Video Taxman - Demo Video Taxman - Demo Video https://www.youtube.com/watch?v=_U77cA5X0TU&embedable=true https://www.youtube.com/watch?v=_U77cA5X0TU&embedable=true Legalman Saul Legalman specializes in business law, offering insightful answers to legal questions and guidance on legal documents. Legalman’s expertise helps users navigate complex legal landscapes, providing clarity and confidence in decision-making. His specialties include: Saul Legalman Business Law Expertise: Gain insights into business-related legal matters. Guidance on Legal Documents: Receive assistance in drafting and understanding legal documents. Business Law Expertise: Gain insights into business-related legal matters. Business Law Expertise: Gain insights into business-related legal matters. Business Law Expertise: Guidance on Legal Documents: Receive assistance in drafting and understanding legal documents. Guidance on Legal Documents: Receive assistance in drafting and understanding legal documents. Guidance on Legal Documents: Legalman on Coze: https://tinyurl.com/2bhxajzp Legalman https://tinyurl.com/2bhxajzp https://tinyurl.com/2bhxajzp Multi-Agent Bots One of the exciting developments in AI chatbot technology is the concept of the multi-agent bot. These bots collaborate to perform complex tasks, each specializing in different aspects of a project. Imagine a scenario where Codeman, Financialman, Taxman, and Legalman work together to assist a startup founder: Codeman handles the technical development, ensuring the software runs smoothly. Financialman advises on financial planning and investment strategies. Taxman manages tax obligations and optimizes tax strategies. Legalman provides legal guidance and assists with documentation. Codeman handles the technical development, ensuring the software runs smoothly. Codeman handles the technical development, ensuring the software runs smoothly. Codeman Financialman advises on financial planning and investment strategies. Financialman advises on financial planning and investment strategies. Financialman Taxman manages tax obligations and optimizes tax strategies. Taxman manages tax obligations and optimizes tax strategies. Taxman Legalman provides legal guidance and assists with documentation. Legalman provides legal guidance and assists with documentation. Legalman This multi-agent approach allows for a holistic solution to complex challenges, leveraging the strengths of each bot to achieve a common goal. Internal IDE for Python and JavaScript As the platform matured, more tools were introduced to complement these bots, including an integrated IDE. Coze’s internal IDE capabilities empower developers to write and test code efficiently within the platform. Some key features include: Integrated Development Environment: Write, test, and debug code in Python and JavaScript without leaving the Coze platform. Collaboration Tools: Work seamlessly with team members, streamlining the development process. Integrated Development Environment: Write, test, and debug code in Python and JavaScript without leaving the Coze platform. Integrated Development Environment: Write, test, and debug code in Python and JavaScript without leaving the Coze platform. Integrated Development Environment: Collaboration Tools: Work seamlessly with team members, streamlining the development process. Collaboration Tools: Work seamlessly with team members, streamlining the development process. Collaboration Tools: The IDE's user-friendly design makes it accessible to both novice and experienced developers, enhancing productivity and collaboration. API One of Coze’s standout features is its robust API. While API tokens come at an additional cost, they offer powerful capabilities akin to other LLMs like OpenAI or Gemini. However, some coding adjustments are necessary to fully leverage these APIs. Notable features include: Streaming Capabilities: Process and respond to real-time data efficiently. Tool Usage: Seamlessly integrate external tools and libraries to enhance bot functionality. Bells and Whistles: Access additional features that boost performance and flexibility. Streaming Capabilities: Process and respond to real-time data efficiently. Streaming Capabilities: Process and respond to real-time data efficiently. Streaming Capabilities: Tool Usage: Seamlessly integrate external tools and libraries to enhance bot functionality. Tool Usage: Seamlessly integrate external tools and libraries to enhance bot functionality. Tool Usage: Bells and Whistles: Access additional features that boost performance and flexibility. Bells and Whistles: Access additional features that boost performance and flexibility. Bells and Whistles: The API's flexibility allows developers to build custom solutions that cater to specific needs, demonstrating the platform's versatility. AI Assistance for AI Assistants Coze's interface is equipped with AI-driven tools designed to assist in the bot-building process. These features empower users to create sophisticated bots with ease: Bot Instruction Rewriting: Convert basic descriptions into detailed bot instructions, ensuring clarity and precision. Code Writing Assistance: AI aids in writing code within workflow elements, reducing development time and errors. Bot Instruction Rewriting: Convert basic descriptions into detailed bot instructions, ensuring clarity and precision. Bot Instruction Rewriting: Convert basic descriptions into detailed bot instructions, ensuring clarity and precision. Bot Instruction Rewriting: Code Writing Assistance: AI aids in writing code within workflow elements, reducing development time and errors. Code Writing Assistance: AI aids in writing code within workflow elements, reducing development time and errors. Code Writing Assistance: These tools highlight Coze’s commitment to making bot creation accessible and efficient for users of all skill levels. Some Bumpy Price Changes Initially, Coze operated as a free service, providing users with access to its powerful features without cost. However, in July 2024, the platform introduced usage charges, allowing creators to decide whether to absorb the cost or pass it on to users. This sudden change led to significant disruption: User Backlash: Many users and creators expressed dissatisfaction with the unexpected shift, leading to departures from the platform. Adaptation Challenges: Users had to quickly adapt to the new pricing model, impacting their workflow and budget considerations. User Backlash: Many users and creators expressed dissatisfaction with the unexpected shift, leading to departures from the platform. User Backlash: Many users and creators expressed dissatisfaction with the unexpected shift, leading to departures from the platform. User Backlash: Adaptation Challenges: Users had to quickly adapt to the new pricing model, impacting their workflow and budget considerations. Adaptation Challenges: Users had to quickly adapt to the new pricing model, impacting their workflow and budget considerations. Adaptation Challenges: Despite these challenges, Coze's community remains resilient, with many users finding ways to adapt and thrive. While this upset some users, most of us recognized the value Coze brings and found ways to adapt. In all my searching, I haven’t found anything that offers the same number of features in such a user-friendly way, so it’s definitely worth the cost for developers. Python SDK Perhaps one of the best releases from the Coze software has been the availability of the Python SDK, allowing users to interact with their bots, create new ones, edit them in a team, and much more, right from the home of the Python package. For Python lovers like me, the release of the Python SDK was truly a game-changer. A Journey Unfinished A Journey Unfinished Looking back, it's been quite a ride. From the early days of just trying out a new tool to now building an entire portfolio of bots, Coze has continued to evolve in ways I never imagined. Despite the bumps along the way, it's the kind of platform that keeps you coming back—offering solutions to problems I didn't even know I had when I started. They add features that solve specific and real problems for developers. Sure, the price changes were frustrating for some, but honestly, for the level of functionality and support Coze offers, it's been well worth it. The addition of things like the Python SDK, the ever-growing multi-agent bot capabilities, and the collaborative infrastructure have only solidified my appreciation for the platform. Whether it's for personal projects or more complex, professional applications, Coze continues to be the backbone of my bot-building adventures. Here's to the next evolution, whatever that may bring!