←back to thread

548 points kmelve | 2 comments | | HN request time: 0.434s | source
Show context
swframe2 ◴[] No.45108930[source]
Preventing garbage just requires that you take into account the cognitive limits of the agent. For example ...

1) Don't ask for large / complex change. Ask for a plan but ask it to implement the plan in small steps and ask the model to test each step before starting the next.

2) For really complex steps, ask the model to write code to visualize the problem and solution.

3) If the model fails on a given step, ask it to add logging to the code, save the logs, run the tests and the review the logs to determine what went wrong. Do this repeatedly until the step works well.

4) Ask the model to look at your existing code and determine how it was designed to implement a task. Some times the model will put all of the changes in one file but your code has a cleaner design the model doesn't take into account.

I've seen other people blog about their tricks and tips. I do still see garbage results but not as high as 95%.

replies(20): >>45109085 #>>45109229 #>>45109255 #>>45109297 #>>45109350 #>>45109631 #>>45109684 #>>45109710 #>>45109743 #>>45109822 #>>45109969 #>>45110014 #>>45110639 #>>45110707 #>>45110868 #>>45111654 #>>45112029 #>>45112178 #>>45112219 #>>45112752 #
1. plaguuuuuu ◴[] No.45110639[source]
I've been using a few LLMs/agents for a while and I still struggle with getting useful output from it.

In order for it not to do useless stuff I need to expend more energy on prompting than writing stuff myself. I find myself getting paranoid about minutia in the prompt, turns of phrase, unintended associations in case it gives shit-tier code because my prompt looked too much like something off experts-exchange or whatever.

What I really want is something like a front-end framework but for LLM prompting, that takes away a lot of the fucking about with generalised stuff like prompt structure, default to best practices for finding something in code, or designing a new feature, or writing tests..

replies(1): >>45111871 #
2. Mars008 ◴[] No.45111871[source]
> What I really want is something like a front-end framework but for LLM prompting

It's not simple to even imagine ideal solution. The more you think about it the more complicated your solution becomes. Simple solution will be restricted to your use cases. Generic is either visual or a programming language. I's like to have visual constructor, graph of actions, but it's complicated. The language is more powerful.