Show HN: As Level Chemistry Lab Simulator

Vibe-coded's open-sourcing of their Chemistry Lab Simulator, built using Claude Code, marks a significant development in educational technology, specifically for Cambridge AS Level students. This news means that website owners in the education sector, particularly those catering to AS Level students, may see an increase in AI bot traffic as students and educators explore and utilize the Chemistry Lab Simulator. The simulator's open-source nature and browser-based accessibility could lead to widespread adoption, resulting in more AI-driven interactions on websites that host or link to such resources. To prepare for this potential increase in AI bot traffic, website owners can take the following steps: firstly, review and update their llms.txt files to ensure they are accurately tracking and managing AI bot interactions, including those from the Chemistry Lab Simulator. Secondly, consider implementing measures to differentiate between legitimate student usage and potential AI-driven abuse, such as monitoring unusual usage patterns or implementing rate limiting. Lastly, website owners can explore integrating the Chemistry Lab Simulator into their own educational resources, potentially driving engagement and providing value to their users.