Summary from the original article
Originally published on Litmiq . In a normal unit test you write the exact value you expect. That doesn't work for a language model. Ask the same question twice and you can get two different, equally good answers. An exact-match check fails both. The fix is to describe the behavior you expect, not the words. A good expected behavior is a short statement that someone who has never seen your product could check against an output in under a minute.…
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Upgrade this serverOriginally published on Litmiq . Prompt injection is when input to a model changes its behavior in ways the developer didn't intend. OWASP lists it first in its Top 10 for LLM applications, and separates direct injection, where the user types the attack, from indirect injection, where the attack hides in content the model reads, such as a web page or a file ( OWASP, LLM01:2025 Prompt Injection ). You can't test your way to safety here. OWASP says plainly that it is unclear whether fool-proof prevention exists. What you can do is find out, before users do, which simple attacks your system…
10 hours ago · dev.to
Originally published on Litmiq . In a normal unit test you write the exact value you expect. That doesn't work for a language model. Ask the same question twice and you can get two different, equally good answers. An exact-match check fails both. The fix is to describe the behavior you expect, not the words. A good expected behavior is a short statement that someone who has never seen your product could check against an output in under a minute. This guide gives you a template for writing them, eight before-and-after rewrites, and a six-case practice suite you can paste into Litmiq …
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