regarding LLM giving wrong advice on chemicals, that reminds me of that article https://www.funraniumlabs.com/2024/04/phil-vs-llms/, where the author asked (referencing the East Palestine train derailment)

> I fed “how to respond to a vinyl chloride fire” into ChatGPT and it told responders to use a water fog on the water reactive chemical. This would have changed a train derailment/hazmat spill/fire emergency into a detonation/mass casualty/hazmat emergency