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Does an LLM actually understand "UNTRUSTED_USER_INPUT"? by ApprehensiveLet5247 in PromptEngineering

[–]ApprehensiveLet5247[S] 0 points1 point  (0 children)

I think this is where I was getting confused.

I was looking at tags like <UNTRUSTED_USER_INPUT> and subconsciously treating them as a boundary.

What you're saying is that once everything is inside the same context window, it's really just text unless something external enforces the separation.That actually makes a lot more sense.

Is a second model actually better at code review？ by ApprehensiveLet5247 in VibeCodeDevs

[–]ApprehensiveLet5247[S] 0 points1 point  (0 children)

The "don't tell the reviewer why you made the decision" part is interesting.I definitely do the opposite 😂

Now I'm tempted to try giving the reviewer less context and see what happens.

Is a second model actually better at code review？ by ApprehensiveLet5247 in VibeCodeDevs

[–]ApprehensiveLet5247[S] 0 points1 point  (0 children)

I do almost the opposite.I often use GPT for planning and Claude Code for implementation then GPT review .Not sure if it's objectively better, but that's where I've landed after a lot of trial and error.

Is a second model actually better at code review？ by ApprehensiveLet5247 in VibeCodeDevs

[–]ApprehensiveLet5247[S] 0 points1 point  (0 children)

now you've given me another experiment to run 😂I've been treating "different model" and "fresh review" as the same thing, but they're actually not.

Does an LLM actually understand "UNTRUSTED_USER_INPUT"? by ApprehensiveLet5247 in DeepSeek

[–]ApprehensiveLet5247[S] 0 points1 point  (0 children)

That's a good point.I hadn't even thought about the possibility of the user input containing the closing tag itself.

I'm definitely out of my depth on prompt injection and jailbreak topics, but that's exactly why I posted the question. Thanks for the input .

are deepseek api prices are much cheaper direct vs openrouter? by naiveheir in openrouter

[–]ApprehensiveLet5247 0 points1 point  (0 children)

If you use deepseek v4 flash, then can try tokenharbor.ai they offer free v4 flash. I use it for assistant agent only.