A new framework has been developed to manage uncertainty in procedures generated by large language models for virtual laboratory planning, enhancing the reliability of educational simulations. This approach aims to improve the authoring process by addressing potential errors in procedural instructions, making virtual labs more effective for students with limited access to physical facilities.