Thank you for submitting your final exam for AP American History. ChatGPT 5-TeacherEdition graded your Llama 6.3o answers to be 25% incorrect. This determination is only appealable by confirming an error in grading with a Gemini X-5-level grading-appeal service, with a Standard Reliability rating of 7.5 or higher. Our system notes from your records that this service is not available to your income tier.
Your future profession is selected as: Meat packer.
LLM’s use a lot of energy and software that keeps a bank of questions and can generate a list is common. Really though your lesson planning should start with the assessment.
LLMs don’t use that much energy once trained. We run some models on a Mac Mini at work, and that thing sips power. Since education materials don’t change much, there’s no reason to need an up-to-date model for most subjects.
Using AI to quickly generate quizzes is cool, it saves time having to copy/paste basic questions from elsewhere
On the other hand, screw teachers using LLMs for grading. It’s unreliable and makes mistakes. Do your job.
Teachers use AI to generate assignments, kids use AI to generate answers, teachers use AI to grade answers.
Yeah, we’re cooked.
Thank you for submitting your final exam for AP American History. ChatGPT 5-TeacherEdition graded your Llama 6.3o answers to be 25% incorrect. This determination is only appealable by confirming an error in grading with a Gemini X-5-level grading-appeal service, with a Standard Reliability rating of 7.5 or higher. Our system notes from your records that this service is not available to your income tier.
Your future profession is selected as: Meat packer.
Have a nice day.
LLM’s use a lot of energy and software that keeps a bank of questions and can generate a list is common. Really though your lesson planning should start with the assessment.
LLMs don’t use that much energy once trained. We run some models on a Mac Mini at work, and that thing sips power. Since education materials don’t change much, there’s no reason to need an up-to-date model for most subjects.