Accelerated Development with LLM

From 4 Weeks to Under 2: How LLM Transformed Development Cycle

What happens when you combine a complex system refactoring challenge with the power of LLM? A 60% reduction in development time and additional plugins that “wouldn’t have been feasible” otherwise.

When the team faced the task of transforming an Entity processing system into a resilient, step-based orchestrator with intelligent checkpointing and resume capabilities, traditional estimates pointed to a month of intensive work.

However, a production-ready framework with close to 60 files, comprehensive test coverage, and a real-time monitoring UI, all delivered in less than two weeks using Claude Models.

This isn’t just another “LLM wrote my code” story. It’s about LLM as an architect, senior developer, test engineer, and quality manager, all rolled into one collaborator.

Discover the prompt templates, phased approach, and lessons learned that made this possible.

 

​ From 4 Weeks to Under 2: How LLM Transformed Development CycleWhat happens when you combine a complex system refactoring challenge with the power of LLM? A 60% reduction in development time and additional plugins that “wouldn’t have been feasible” otherwise.When the team faced the task of transforming an Entity processing system into a resilient, step-based orchestrator with intelligent checkpointing and resume capabilities, traditional estimates pointed to a month of intensive work.However, a production-ready framework with close to 60 files, comprehensive test coverage, and a real-time monitoring UI, all delivered in less than two weeks using Claude Models.This isn’t just another “LLM wrote my code” story. It’s about LLM as an architect, senior developer, test engineer, and quality manager, all rolled into one collaborator.Discover the prompt templates, phased approach, and lessons learned that made this possible.   Read More Technology Blog Posts by SAP articles 

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