World PulseNow
Newsletter

Automatically Benchmarking LLM Code Agents through Agent-Driven Annotation and Evaluation

arXiv — cs.CL•Wednesday, October 29, 2025 at 4:00:00 AM
PositiveArtificial Intelligence
Recent advancements in code agents are revolutionizing automated software development, thanks to large language models (LLMs) and popular tools. However, current benchmarks for evaluating these code agents are hindered by high costs and the need for specialized knowledge, along with inflexible metrics that mainly depend on unit tests. This article introduces a novel agent-driven benchmark construction pipeline that aims to overcome these obstacles, making it easier to assess the performance of code agents. This innovation is significant as it could streamline the evaluation process and enhance the effectiveness of automated software development.
— Curated by the World Pulse Now AI Editorial System
Read Original

Was this article worth reading? Share it

Recommended Readings
Your-Tests-Are-Slow-and-Brittle-Youre-Testing-the-Wrong-Thing
DEV Community4 hours ago
Your-Tests-Are-Slow-and-Brittle-Youre-Testing-the-Wrong-Thing
NegativeArtificial Intelligence
In the tech world, the mantra 'We should write more tests' is often repeated, but many developers find themselves overwhelmed by slow and brittle testing processes. This article highlights the disconnect between the ideal of comprehensive testing and the reality that many teams face, where ineffective tests lead to frustration and inefficiency. Understanding this issue is crucial for improving software quality and team morale.
Read full article
via DEV Community
AI Agents Are Terrible Freelance Workers
WIRED — AI (Latest)10 hours ago
AI Agents Are Terrible Freelance Workers
NegativeArtificial Intelligence
A recent benchmark reveals that AI agents struggle significantly as freelance workers, highlighting the gap between current technology and human-level capabilities. This matters because it underscores the limitations of AI in performing economically valuable tasks, suggesting that while automation is advancing, we are still far from achieving the efficiency and adaptability of human workers.
Read full article
via WIRED — AI (Latest)
Generative AI Hype Check: Can It Really Transform SDLC?
KDnuggets11 hours ago
Generative AI Hype Check: Can It Really Transform SDLC?
PositiveArtificial Intelligence
Generative AI is making waves in the software development lifecycle (SDLC) by streamlining processes like coding, texting, and documentation. This technology holds the potential to significantly enhance productivity, but its true power emerges when paired with human expertise. As developers embrace these tools, the industry could see a transformative shift, making it an exciting time for innovation in software development.
Read full article
via KDnuggets
Building Effective Prompts and Workflows for Code Review with goose
DEV Community12 hours ago
Building Effective Prompts and Workflows for Code Review with goose
PositiveArtificial Intelligence
The article discusses the importance of code review in software development and introduces 'goose', an open-source AI agent by Block designed to enhance the code review process. By providing effective prompts and workflows, goose aims to improve code quality, reduce bottlenecks, and foster team collaboration. This innovation is significant as it addresses common challenges in code review, making it a more efficient and productive activity for developers.
Read full article
via DEV Community
100+ Builders Signed Up for the ScrumBuddy Beta - Here’s Why
DEV Community17 hours ago
100+ Builders Signed Up for the ScrumBuddy Beta - Here’s Why
PositiveArtificial Intelligence
The recent milestone of over 100 builders signing up for the ScrumBuddy beta highlights a growing demand for clarity in software development. With high failure rates often stemming from poor requirements, this initiative aims to bridge the gap between end-user needs and production-ready code. As solo builders and founders navigate the complexities of development, tools like ScrumBuddy could provide the necessary support to streamline processes and reduce technical debt, making this a significant step forward in the industry.
Read full article
via DEV Community
Spring Boot: Stop Using @Value Everywhere! Discover @ConfigurationProperties
DEV Community18 hours ago
Spring Boot: Stop Using @Value Everywhere! Discover @ConfigurationProperties
PositiveArtificial Intelligence
In the latest discussion within the developer community, there's a push to move away from using the @Value annotation in Spring Boot projects. Instead, @ConfigurationProperties is being highlighted as a more efficient way to manage application properties. This shift is important because it simplifies code and enhances maintainability as applications grow, making it easier for developers to manage configurations without cluttering their service classes.
Read full article
via DEV Community
Ex-Googlers Convert Databricks into an Agentic Lakehouse
International Business Times20 hours ago
Ex-Googlers Convert Databricks into an Agentic Lakehouse
PositiveArtificial Intelligence
Espresso AI has unveiled a revolutionary solution that aims to transform Databricks into an agentic lakehouse, utilizing large language models to enhance data warehouse optimization. This development is significant as it represents a major step forward in data management technology, potentially improving efficiency and decision-making for businesses that rely on data analytics.
Read full article
via International Business Times
I Benchmarked My 8-Hour SEO Workflow Against a 15-Minute AI Prompt. The AI Won
Hacker Noon — AI21 hours ago
I Benchmarked My 8-Hour SEO Workflow Against a 15-Minute AI Prompt. The AI Won
PositiveArtificial Intelligence
In a recent experiment, a professional compared an 8-hour SEO workflow with a 15-minute AI-generated prompt, discovering that the AI outperformed traditional methods. This finding highlights the growing efficiency of AI tools in digital marketing, suggesting that businesses may need to adapt quickly to stay competitive. As AI continues to evolve, it could reshape how SEO strategies are developed and implemented, making it essential for marketers to embrace these advancements.
Read full article
via Hacker Noon — AI
Latest from Artificial Intelligence
Rode's latest wireless microphones now work with digital cameras
Engadgetan hour ago
Rode's latest wireless microphones now work with digital cameras
PositiveArtificial Intelligence
Rode has announced that its latest wireless microphones are now compatible with digital cameras, a significant upgrade for content creators and filmmakers. This development is exciting because it enhances audio quality and flexibility, allowing users to capture professional-grade sound without the hassle of cables. As the demand for high-quality audio in video production continues to grow, Rode's innovation positions it as a leader in the industry, making it easier for creators to elevate their work.
Read full article
via Engadget
Automating the Gridiron Gaze: Building Tools for Dynamic Depth Chart Analysis
DEV Communityan hour ago
Automating the Gridiron Gaze: Building Tools for Dynamic Depth Chart Analysis
PositiveArtificial Intelligence
The article discusses the importance of depth charts in college football, particularly for teams like Penn State and Texas. These charts are essential for fans and analysts as they provide crucial updates on player statuses, including injuries and performance changes. The dynamic nature of these charts makes it vital to have tools that can automate and analyze them effectively, enhancing the experience for fans and fantasy players alike.
Read full article
via DEV Community
Dynamically Allocating 2D Arrays Efficiently (and Correctly!) in C 2.0
DEV Communityan hour ago
Dynamically Allocating 2D Arrays Efficiently (and Correctly!) in C 2.0
PositiveArtificial Intelligence
In a recent update to his article on dynamically allocating 2D arrays in C, Paul J. Lucas reveals a much simpler method for achieving this task. This new approach not only simplifies the process but also enhances efficiency, making it easier for programmers to manage memory in their applications. Understanding these techniques is crucial for developers looking to optimize their code and improve performance, especially in resource-constrained environments.
Read full article
via DEV Community
The Tri-Glyph Protocol: Chim Lac, Kitsune, and Anansi in AI/ML Collapse and Editorial Defense
DEV Communityan hour ago
The Tri-Glyph Protocol: Chim Lac, Kitsune, and Anansi in AI/ML Collapse and Editorial Defense
NeutralArtificial Intelligence
The Tri-Glyph Protocol explores the intricate relationship between mythic symbols and the challenges faced by artificial intelligence systems, particularly in terms of signal collapse and metadata drift. By examining the roles of Chim Lạc, Kitsune, and Anansi, the article sheds light on how these concepts can inform our understanding of AI vulnerabilities. This discussion is crucial as it highlights the need for robust defenses in AI/ML technologies, ensuring they can withstand adversarial attacks and maintain integrity.
Read full article
via DEV Community
When I started building AI prompts and frameworks, I realised something: To make it accessible and reusable for developers, I built a structured system using GitHub as my AI prompt library hub. This article walks you through exactly how I did it.
DEV Communityan hour ago
When I started building AI prompts and frameworks, I realised something: To make it accessible and reusable for developers, I built a structured system using GitHub as my AI prompt library hub. This article walks you through exactly how I did it.
PositiveArtificial Intelligence
In a recent article, developer Jaideep Parashar shares his innovative approach to creating AI prompts and frameworks by utilizing GitHub as a centralized library hub. This method not only enhances accessibility for developers but also promotes reusability, making it easier for others to build upon his work. This is significant as it fosters collaboration and efficiency in the AI development community, encouraging more developers to engage with AI technologies.
Read full article
via DEV Community
Jon-Paul Vasta on How AI Is Quietly Future-Proofing Small Businesses in 2025
DEV Communityan hour ago
Jon-Paul Vasta on How AI Is Quietly Future-Proofing Small Businesses in 2025
PositiveArtificial Intelligence
Jon-Paul Vasta highlights how AI is becoming a crucial ally for small businesses as they navigate the challenges of 2025. Many owners feel overwhelmed with year-end pressures, but AI tools can streamline operations, enhance customer engagement, and ultimately help these businesses thrive. This shift is significant because it empowers small enterprises to compete more effectively in a rapidly changing market, ensuring they can meet customer demands without burning out.
Read full article
via DEV Community