Code and Requirement Synchronization for a US-based Software Development Company
Overview
Our client, a US-based software development company, recognized the need for a platform that actively synchronizes code and requirements, empowering developers, product managers, and test engineers to build better, safer, and faster. By partnering with ACL Digital, the client overcame the critical need for code and requirement synchronization, ultimately leading to improved collaboration, efficiency, and product quality.
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Challenges
AI-driven platform development that seamlessly connects project and engineering teams
Architect, design, and develop a system that synchronizes code with requirements
The system needed to support a wide range of requirements and code tools
Continuous improvement and development of the codebase for delivering products as intended and minimizing unintended side effects
Addressing UI/UX, backend development, testing, DevOps, and MLOps aspects required a multi-disciplinary approach and expertise
Solution
- UI and Backend Development: Developed a user-friendly interface (UI) and backend (BE) components integrated with microservices. These components facilitated user onboarding, connected code and requirement tools, created linkages between code and requirements, provided human-in-loop validation, and offered project and pull request (PR) dashboards
- AI Integration: Employed ensemble techniques utilizing various Large Language Models (LLMs) and Natural Language Processing (NLP) techniques to discover linkages between requirements and code
- Model Fine-Tuning and Deployment: Fine-tuned and deployed Large Language Models (LLMs) within the environment to enhance accuracy and effectiveness
Outcomes
- Facilitated seamless collaboration between project and engineering teams
- Faster product delivery and reduced time-to-market
- Minimized errors and unintended side effects, resulting in higher-quality products
- Enabled data-driven decision-making
- Scalability and flexibility allowed the platform to adapt to evolving business needs and accommodate growth
