zlacker

>>meetpa+(OP)
My frustration with using these models for programming in the past has largely been around their tendency to hallucinate APIs that simply don't exist. The Gemini 2.5 models, both pro and flash, seem significantly less susceptible to this than any other model I've tried.

There are still significant limitations, no amount of prompting will get current models to approach abstraction and architecture the way a person does. But I'm finding that these Gemini models are finally able to replace searches and stackoverflow for a lot of my day-to-day programming.

>>segpha+J4
Use few-shot learning. Build a simple prompt with basic examples of how to use the API and it will do significantly better.

LLMs just guess, so you have to give it a cheatsheet to help it guess closer to what you want.

>>impuls+qs
At this point the time it takes to teach the model might be more than you save from using it for interacting with that API.