# Mindfries: AI-Powered Engineering Skill Assessment Platform A new tool replaces competitive programming with real-world engineering tasks for candidate evaluation. - **Source:** [Hacker News: Show HN](https://news.ycombinator.com) - **Published:** 2026-11-09 - **Topic:** [technology](https://brifing.si/c/technology) - **Original article:** - **On Brifing:** https://brifing.si/s/1d2bee13-55ce-429e-a331-1e1b6e86de74 ## Shifting Assessment Paradigms Chandan has launched Mindfries, an AI-powered interviewer designed to evaluate software engineering candidates through practical tasks. Unlike traditional platforms that rely heavily on competitive programming, this tool focuses on real-world engineering skills. It assesses how developers navigate large codebases, build new features, and manage complex deployment workflows using integrated AI agents. ## Addressing Industry Limitations The developer argues that standard algorithmic challenges fail to identify the best engineering talent in the current AI era. By mimicking the assessment rounds previously introduced by Google, Mindfries aims to provide a more accurate reflection of daily job requirements. This approach prioritizes functional capability over abstract puzzle-solving performance metrics. ## Research and Development Process The creation of the Mindfries MVP involved a two-month development cycle. To ensure the tool met industry needs, the creator conducted extensive research, including direct consultations with over 35 founders and CTOs. This feedback loop was essential in shaping the platform's core functionality and its focus on authentic engineering scenarios. ## Core Technical Functionality The platform utilizes built-in AI agents to simulate professional environments where engineers must fix, build, and enhance existing software systems. By moving away from LeetCode-style assessments, the tool attempts to bridge the gap between theoretical knowledge and practical application. It specifically targets the complexities inherent in modern, large-scale software development projects. ## Market Positioning Strategy Chandan is currently seeking early adopters and real customers to test the platform's efficacy in professional hiring pipelines. Despite acknowledging a lack of formal sales experience, the developer emphasizes the product's unique value proposition. The goal is to gain traction within the technical community by solving specific, identified hiring pain points. ## Competitive Programming Critique The project highlights a growing industry debate regarding the relevance of competitive programming in technical interviews. Critics of the status quo suggest that these tests often measure memorization rather than architectural thinking or debugging skills. Mindfries positions itself as a direct alternative, favoring hands-on technical proficiency over rapid algorithmic problem solving. ## Future Hiring Implications If successful, tools like Mindfries could standardize the use of AI agents in technical screening processes. By automating the evaluation of complex codebase interactions, companies might reduce the time spent on manual code reviews. This shift could potentially democratize access to high-quality engineering roles by focusing on demonstrable, practical output. ## Community Engagement Goals The tool was introduced to the Hacker News community to gather critical feedback and attract initial users. As the platform moves beyond its MVP stage, the developer is looking for contributions and insights from experienced engineers. The project remains a work in progress, aiming to refine its assessment accuracy through real-world usage. ## Sources covering this story - https://company.mindfries.com/login — --- _Summary written by Brifing from the original reporting. Copyright in the original article belongs to its publisher; read the full piece at the link above._