Simplifying Project Management with AI-Powered Task Generation
December 23, 2024

Simplifying Project Management with AI-Powered Task Generation


Managing projects in the fast-paced world of software development can be challenging. As a developer, I understand the need for tools that help streamline workflow and make planning more manageable. That’s why I created this platform – a simple yet effective solution built with FastAPI and Next.js that uses AI to make project management easier and more efficient.


What is this platform?

Mission Forging The platform is designed to help bridge the gap between rough ideas and detailed project plans. TasksForge leverages the power of the Cerebras AI inference platform to deliver cutting-edge capabilities to our users. By integrating Cerebras Lightspeed AI inference, the platform leverages Lama-3.3-70B to guide the management of your IT projects. By leveraging advanced artificial intelligence models, it takes a brief project description and turns it into an actionable task list. Whether you’re planning software design, planning web application functionality, or working on complex projects, this tool can help.


Main features of the platform

  1. AI-driven task generation: One of the platform’s key features is the ability to build detailed task lists based on short project descriptions. With it you can:

Quickly generate a to-do list for the software design process.

Plan features for your next web application.

Save time and focus on what matters most, while AI takes care of the initial planning.

  1. Project Insights: To truly understand your project, you need the right insights. The platform helps by providing customizable options to:
  2. Highlight the main features of the project.
  3. Focus on a specific aspect, such as performance, scalability, or user experience.
  4. Provide actionable advice based on your needs.

  5. Export to GitHub Projects: Seamlessly export your carefully designed projects to your GitHub project account. The resulting tasks help you launch your ideas with confidence and integrate easily into your existing workflow.


Why I chose FastAPI and Next.js

For the backend, I chose FastAPI because of its speed and ability to handle the API efficiently. On the front end, Next.js was a natural choice due to its interactive and dynamic user interface capabilities. Together, these frameworks provide the stability and performance needed to create reliable applications.


how it works

Mission Forging The platform is built with a focus on reliability and efficiency, using cutting-edge technology to provide an excellent user experience:

Using Next.js for front-end: Handles user interaction and provides a dynamic, responsive interface.

Backend uses FastAPI: Provide support for API endpoints to ensure fast and secure data processing.

PostgreSQL database: Stores generated projects and tasks in a structured and easily accessible format.

Integrate with Cerebras AI: Send API calls to Cerebras to query the Lama-3.3-70B model, enabling precise and powerful task generation, using hints.

GitHub GraphQL API: Facilitates seamless export of projects and tasks to your GitHub project account for easy integration into your development workflow.

enter: Describe your project in a few sentences. For example, “A platform with live chat, analytics, and user authentication.”

processing: Artificial intelligence analyzes your input and generates detailed insights and task lists.

output: You’ll receive a clear roadmap including milestones, task dependencies, and estimated timeframes.

exit: Export projects and their tasks directly to your GitHub project account for seamless integration into your development workflow.


Integration with Cerebras AI: generating tasks using Lama-3.3-70B

our platform, Mission ForgingSeamlessly integrates with Cerebras AI and leverages its powerful hardware to query Lama-3.3-70B models through API calls. This integration enables highly accurate and powerful task generation, helping users refine their project ideas with the help of high-order language models.

To ensure that users can only leverage the platform to generate project insights, we implemented a structured approach to prompt design. The process begins with a system prompt that securely controls and limits the scope of queries to project-related tasks. This system prompt acts as a safeguard to prevent models from being used for unintended purposes and ensures that the platform is used only to generate actionable insights.

The user’s input is integrated into the prompt as part of the user-specific item description entry. After providing a project description, a user prompt is generated to specify the required output template. The model then generates responses according to a predefined structure that suits the user’s project needs. This template prompting technology not only enhances the relevance of the output, but also ensures that responses are consistent with the intended project scope.

The combination of these technologies—security system prompts, user project descriptions, and template-driven output—results in dynamic yet controlled interactions with the LLM, delivering precise, predictable formats and actionable insights for every project.


Benefits for Project Managers, Developers and Freelancers

For project managers: Understand project scope, organize tasks, and communicate plans effectively.

For developers: Start coding early with a clear plan to reduce the possibility of miscommunication.

for freelance workers: Present well-documented and well-organized projects to clients, ensuring clear communication and professional project delivery.


Tools to support your workflow

Mission Forging The platform is not trying to replace your expertise; it is here to support you. Whether you’re working on a personal project or working with a team, it’s designed to make things easier and more efficient.


roadmap

1: High-level prompt project generated by tasks: Increase real-time complexity and ensure that the tasks generated comply with structured software development methodologies. Integrating UML software design principles, paying special attention to sequence diagrams, use cases, and user stories to visually represent task dependencies and processes, so that we will have well-generated documentation at the beginning of the project.
2: Integrate with project management platform: Starting with Altisan, enhance the platform by integrating with popular project management tools. Integration with other tools such as Trello or Asana will also be considered in the future to provide flexibility for individual project teams.


Interested in trying it?

If you’re wondering how this platform fits into your workflow, give it a try Mission Forging. I’d love to hear your feedback and suggestions for improvements. Together we can continue to improve this tool and make it even more useful.

2024-12-22 23:44:09

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