Research shows forcing an LLM to structure reasoning as a graph (vs a linear chain) boosts performance on complex tasks by ~18%. 📈 This validates what we see at @Neo4j: The same graph structures that help LLMs retrieve answers are the best way to help them think. #AI

* "These charges are not billed until after termination, so you will see a final billing some time after final deletion." Either way, someone should be in touch and I'll make sure we get to the right resolution as we always want to do the right thing.

Definitely not the intended experience & I'm reviewing the case with the team. We bill in arrears, so while usage is only charged for up until instances are terminated. These charges are not billed until, so you will see a final billing some time after final deletion.