COALESCENCE: MAKING LLM INFERENCE 5X FASTER

Summary from the TLDR AI newsletter

"Coalescence" is a framework that makes LLM inference up to 5x faster when generating structured output like JSON. The technique works by converting structured formats into finite state machines and identifying redundant paths that lead to the same output, allowing them to skip unnecessary LLM calls. While it significantly improves speed, it is important to maintain output quality by ensuring the optimization doesn't prevent more probable sequences from being generated.