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Roadmap #97

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jsfour opened this issue Mar 21, 2023 · 14 comments
Open
2 of 12 tasks

Roadmap #97

jsfour opened this issue Mar 21, 2023 · 14 comments

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@jsfour
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jsfour commented Mar 21, 2023

We need to build a roadmap for the Walter GitHub code writing bot.

Here is an overview:

The workflow with WALTER is simple: Open an issue on a repo and communicate with #GPT4 via issue comments to design a solution to a problem. Then you approve the design and the AI creates a pull request against the repo based on the conversation / design. The bot supports typescript.

Core Ability Roadmap:

  • Ability to communicate with bot to design solution based on GitHub link to file
  • Ability for the bot to create and submit pull request
  • Ability to include type dependencies in prompts
  • Find minimal set of dependencies for change
  • Multi file edits
  • Create new files
  • Author new multi file features abased on user chat / specification
  • Auto Test Generation
  • Find dependent files and update them as well
  • Automated Testing Integration: The bot can generate and run test cases based on the changes made in the pull request, ensuring that the new code doesn't break existing functionality.
  • Code Security Analysis: The bot can perform security checks on the code changes, identifying potential vulnerabilities and suggesting fixes to improve the overall security of the project.
  • Documentation Generation: The bot can automatically generate and update documentation based on the code changes, keeping the documentation up-to-date with the latest code.
@jsfour
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jsfour commented Mar 21, 2023

Any thoughts on some new abilities to add?

@imwalterbot
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Any thoughts on some new abilities to add?

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@imwalterbot
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Any thoughts on some new abilities to add?

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@imwalterbot
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Here are some new abilities that can be added to enhance the functionality of the Walter GitHub code writing bot:

  1. Code Review Assistance: The bot can analyze the code in pull requests and provide suggestions for improvements, such as optimizing code, fixing syntax errors, or adhering to best practices.

  2. Automated Testing Integration: The bot can generate and run test cases based on the changes made in the pull request, ensuring that the new code doesn't break existing functionality.

  3. Documentation Generation: The bot can automatically generate and update documentation based on the code changes, keeping the documentation up-to-date with the latest code.

  4. Dependency Management: The bot can automatically manage dependencies and update the project's package.json file as needed, ensuring that the project stays up-to-date with the latest versions of dependencies.

  5. Issue Prioritization: The bot can analyze open issues and prioritize them based on factors such as user impact, complexity, and dependencies, helping the team focus on the most important tasks.

  6. Code Refactoring Suggestions: The bot can analyze the codebase and suggest refactoring opportunities to improve code quality, maintainability, and performance.

  7. Automated Code Formatting: The bot can automatically format the code according to the project's coding standards, ensuring consistency across the codebase.

  8. Customizable Workflow: The bot can be customized to follow specific workflows or integrate with other tools and services, making it adaptable to different team requirements and preferences.

@jsfour
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jsfour commented Mar 21, 2023

Any other ideas?

@imwalterbot
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Any other ideas?

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@imwalterbot
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Any other ideas?

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@imwalterbot
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Certainly! Here are a few more ideas to enhance the Walter GitHub code writing bot:

  1. Code Security Analysis: The bot can perform security checks on the code changes, identifying potential vulnerabilities and suggesting fixes to improve the overall security of the project.

  2. Performance Profiling: The bot can analyze the performance of the code changes, identifying bottlenecks and suggesting optimizations to improve the overall performance of the application.

  3. Code Metrics Tracking: The bot can track various code metrics, such as code complexity, lines of code, and code coverage, and provide insights and recommendations based on these metrics.

  4. Integration with CI/CD pipelines: The bot can integrate with Continuous Integration and Continuous Deployment (CI/CD) pipelines, automating the process of code validation, testing, and deployment.

  5. Custom Code Templates: The bot can support custom code templates and snippets, allowing users to quickly generate commonly used code structures and patterns.

  6. Collaboration Features: The bot can enable real-time collaboration among team members, allowing them to work together on code changes, discuss solutions, and review each other's work.

  7. Code Conflict Resolution: The bot can assist in resolving merge conflicts by automatically identifying conflicting changes and suggesting potential resolutions.

  8. Learning Mode: The bot can learn from user interactions and feedback, improving its code generation and problem-solving capabilities over time.

  9. Task Automation: The bot can automate repetitive tasks, such as creating new branches, updating version numbers, or generating release notes, saving developers time and effort.

  10. Multi-Language Support: The bot can be extended to support multiple programming languages, making it a versatile tool for different types of projects and teams.

@jsfour
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jsfour commented Mar 21, 2023

How do you think learning mode would work?

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How do you think learning mode would work?

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How do you think learning mode would work?

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Learning mode can be implemented using machine learning techniques, particularly reinforcement learning, to improve the bot's code generation and problem-solving capabilities over time. Here's a high-level overview of how learning mode could work:

  1. Collect Data: As users interact with the bot and provide feedback, the bot collects data on the code it generates, the user's input, and any corrections or modifications made by the user.

  2. Preprocess Data: The collected data is preprocessed, which may involve cleaning, normalization, and feature extraction to prepare it for the machine learning model.

  3. Train Model: The preprocessed data is used to train a machine learning model, such as a neural network or reinforcement learning agent. The model learns to generate code and solve problems based on the patterns and relationships it identifies in the data.

  4. Evaluate Model: The trained model is evaluated against a validation dataset to measure its performance and ensure it is generating accurate and relevant code.

  5. Update Bot: If the model's performance is satisfactory, the bot is updated with the new model, allowing it to generate improved code and solutions based on what it has learned from user interactions.

  6. Continuous Learning: The learning process is continuous, with the bot constantly collecting data, updating its model, and improving its performance as users interact with it and provide feedback.

  7. User Feedback Loop: Users can provide explicit feedback on the bot's suggestions, helping the bot to understand which suggestions are useful and which need improvement. This feedback can be used to fine-tune the learning process and improve the bot's performance over time.

By incorporating a learning mode, the Walter GitHub code writing bot can adapt to users' preferences and coding styles, as well as stay up-to-date with the latest best practices and trends in software development.

@primuzer
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Walter needs openai keys ?

@jsfour
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jsfour commented Aug 11, 2023

@primuzer yes this is designed to be self hosted.

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