> The LLM makes this easier but the improvement drops to about 2-3x b/c there is a lot of back and forth + me reading the code to confirm etc (yes, another LLM

> The LLM makes this easier but the improvement drops to about 2-3x b/c there is a lot of back and forth + me reading the code to confirm etc (yes, another LLM could do some of this but then that needs to get setup correctly etc) > The back and forth part can be faster if e.g. you have scripts/programs that deterministically check outputs This is where configuration language like CUE can be useful in complementing LLM [1]. It's the deterministic NLP cousin of the stochastic LLM based on mathematically sound latticed-value logic [2]. [1] Guardrailing Intuition: Towards Reliable AI: https://cue.dev/blog/guardrailing-intuition-towards-reliable-ai/ https://cue.dev/blog/guardrailing-intuition-towards-reliable... [2] The Logic of CUE: https://cuelang.org/docs/concept/the-logic-of-cue/ https://cuelang.org/docs/concept/the-logic-of-cue/