Show HN: Externalizing Developers' Intuition as Code (github.com)

Dev Sentinel has launched a new tool designed to enhance the software development experience by capturing and structuring the struggles developers face when coding with Claude. This innovative system transforms moments of frustration into reusable knowledge, evolving raw errors into refined insights. It enables developers to validate whether learned lessons successfully prevent future mistakes and connects patterns across different coding contexts to identify root causes. Essentially, it transforms continuous struggles into a structured engineering intuition for developers. Significant for the AI/ML community, Dev Sentinel leverages machine learning models that require local deployment and can also utilize AWS Bedrock for optimal performance. Developers can install the tool with straightforward commands and navigate an interactive dashboard that showcases their experiences and draft insights. By reviewing and confirming struggles turned into lessons, users build a database of experiences that reinforces their coding effectiveness. This approach not only aids individual programmers but also fosters a collaborative learning environment where collective intuition and best practices can be shared and built upon, ultimately enhancing overall productivity in software development.