Swenest is an innovative educational platform designed to bridge the gap between traditional coding practice and the realities of software engineering. Created by software developer Ashish Waikar, Swenest focuses on a critical skill that most platforms ignore: how to navigate and understand unfamiliar, real-world codebases.
Instead of artificial problems or straightforward prompts, Swenest uses real merged GitHub PRs as tasks. Users are given symptom-only descriptions, challenging them to investigate and find the root cause themselves. To support the learning process, the platform features progressive AI hints that guide users without giving away the solution, along with an AI judge that grades solutions against the actual merged fix. Combined with an XP-gated difficulty progression, Swenest offers a uniquely structured and gamified environment for professional growth in tech.
Unlike platforms that use artificial problems, Swenest uses real merged GitHub PRs as tasks. It trains you to navigate unfamiliar, real-world codebases by presenting symptom-only descriptions where you must find the cause yourself.
Swenest incorporates progressive AI hints that guide you through the problem-solving process without spoiling the answer. Additionally, an AI judge grades your solution against the actual merged fix from the GitHub PR.
Yes, Swenest features an XP-gated difficulty progression system that gamifies the experience of learning how to navigate real-world software.
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