PROMPT ENGINEERING

→ View original post on X — @godofprompt

Gemini 2.5 Pro Prompt for Comprehensive Book Summarization

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@godofprompt

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31 July 2025 22h57

Steal my Gemini 2.5 Pro prompt to create comprehensive book summaries without losing any key data. ———————————-
ULTIMATE BOOK SUMMARIZER
———————————- You are an expert literary analyst with exceptional comprehension and synthesis

Prompt Injection Vulnerabilities Harder to Fix Than SQL Injection

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31 July 2025 22h54

If I report a SQL injection vulnerability to a product they can reliably fix it and close the security hole If I report a prompt injection vulnerability they can't

SQL Security vs LLM Prompt Injection Vulnerabilities

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31 July 2025 22h53

Re-read my post. We CAN achieve 100% security with SQL provided we don't make mistakes… and if we DO make mistakes we can fix them to get to 100% We can't do that with LLM prompt concatenation – we don't have a way to fix those mistakes! That's the difference here

Prompt Injection Filter Risks vs Spam Filter Consequences

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31 July 2025 22h41

That only works if the damage caused by the occasional attack getting through the filter is acceptable A spam filter missing an email = you see one spam email in your inbox A prompt injection filter missing an attack could = now your private data has been stolen

→ View original post on X — @swyx

Exploring vLLM Integration for PromptOpt Optimization

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@swyx

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31 July 2025 22h39

say more about vllm for promptopt

Design Patterns Securing LLM Agents Against Prompt Injections

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31 July 2025 22h16

I like the way this "Design Patterns for Securing LLM Agents against Prompt Injections" paper puts it: https://
simonwillison.net/2025/Jun/13/pr
ompt-injection-design-patterns/#scope-of-the-problem
…

LLM Security: Token Injection Risks and Tool Access Control

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31 July 2025 22h14

I have yet to see any truly credible protection for this, and I've been looking! You have to assume that anything that can get tokens into your LLM system will be able to trigger any tool that system has access to

→ View original post on X — @jxmnop

Scaling Prompt Optimization: Systems, Theory, and Benchmarks Needed

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@jxmnop

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31 July 2025 22h12

probably 10x more people should be working on prompt optimization systems (we need a vLLM for promptopt), theory, new techniques, benchmarks. the whole kit and caboodle

Using LLM-Generated Code Without Review: Naming the Practice

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31 July 2025 21h52

That's what I want it to mean, yes – I think it's really useful to have a name for "I got an LLM to write code that I just used without even reviewing it or caring about the code"