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tech 23 June 2026

The Coming Loop: The Future of Agentic Engineering

The era of automated agents has given rise to a new form of programming: the agentic loop. Let's explore how this revolution is changing our approach to software development.

Article inspired by the original source
The Coming Loop ↗ lucumr.pocoo.org

Introduction: The Era of Agentic Loops

In a world where automation and AI continue to transform our technological landscape, a new approach known as "agentic loop" is beginning to redefine how we develop and interact with software. Armin Ronacher, in his article "The Coming Loop," highlights this fundamental evolution where agents no longer just respond to prompts but function cyclically and continuously to solve complex tasks.

What is an Agentic Loop?

The agentic loop is based on a simple yet powerful principle: an agent does not stop at a single response or task. Instead, it operates iteratively, constantly reevaluating results and adjusting its actions accordingly. This means tasks can be resumed, modified, or even transferred to other machines until a satisfactory result is achieved.

A Concrete Example: Automating Software Testing

Consider the example of software testing. Traditionally, a developer writes tests, executes them, and then fixes errors. With an agentic loop, an agent can automatically generate tests, execute them, analyze the results, and adjust the code or tests accordingly, without continuous human intervention. According to a Deloitte report, test automation can reduce development time by 30%, illustrating the potential of agentic loops to optimize processes.

Current Challenges

Despite their potential, agentic loops are not without challenges. Ronacher points out that the code generated by these systems is often complex, defensive, and sometimes lacks clarity. Developers may face code that is hard to understand or maintain, which is crucial to ensure the product's longevity and quality.

The Issue of Comprehension

Code comprehension remains a major issue. A 2023 Stack Overflow survey revealed that 72% of developers find it important to understand the code they use or produce. Thus, while agentic loops can speed up development, they must also be designed to produce readable and maintainable code.

Impact on Software Engineering

Agentic loops could transform software engineering in a manner similar to the impact agile methodologies have had. They encourage a more iterative and continuous approach, where developers can focus on higher-value tasks such as innovation and design, leaving repetitive tasks to agents.

Adapting Development Teams

To fully leverage agentic loops, development teams need to adapt. This may include training on loop design, learning new tools, and adopting a more flexible and experimental development culture.

Conclusion: Towards a New Era of Development

The adoption of agentic loops is underway, promising to enhance efficiency and innovation in software development. However, their success will depend on our ability to overcome current challenges and thoughtfully integrate these technologies.

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