Practical Solutions in Software Engineering
Revolutionizing Software Development with Large Language Models (LLMs)
Advancements in large language models (LLMs) have transformed software development processes, enabling more sophisticated automation of tasks.
Challenges in Automation
Using autonomous LLM-based agents for software engineering tasks presents complexity and cost challenges, impacting performance and operational costs.
Introducing AGENTLESS Approach
AGENTLESS simplifies software development problem resolution by departing from autonomous agents and adopting a streamlined two-phase process of localization and repair.
Efficiency and Effectiveness of AGENTLESS
AGENTLESS efficiently localizes edit locations and generates effective patches, achieving a remarkable problem resolution rate with lower costs compared to other methods.
Complementary Tool in Software Development Automation
AGENTLESS offers unique fixes and demonstrates potential as a complementary tool in the landscape of software development automation.
Future of Autonomous Software Development
The AGENTLESS approach resets the baseline and inspires future work in the direction of autonomous software development, paving the way for more accessible, efficient, and cost-effective solutions in software engineering.
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