A Prompt Is Not a Security FunctionWhat does it mean for a finding to be a “False Positive” to your team? I watch a lot of metrics on the SAST+SCA triage harness we build at Pixee. Among them are jitter (how often the system changes it31IJul 7 · 6 min readnahsra.hashnode.dev
Exploit VerificationToday marks an exciting day for all of us here at Pixee, and maybe in appsec? Excuse me some founder panaché. The Problem: Proving Exploitability Is Hard One of the hardest, most detail-oriented, and time consuming things to do with SAST is to try to...2SRJul 22, 2025 · 4 min readnahsra.hashnode.dev
SAST is just crazy bad at XSSXSS is one of the more serious things in appsec, and it's pretty prevalent. It’s also one of those things that is super hard to find accurately via static analysis. And, vendors don’t want to miss it — so, typically any data that gets to a response, ...1RJul 10, 2025 · 4 min readnahsra.hashnode.dev
"LLMs Can't Reason"The top post on HN right now (well, yesterday) is about speaking more directly in the age of LLM "fluff". I have nothing to say about the piece’s main points. But, a sentence caught my eye that never seems to receive any pushback: While it's true th...Mar 31, 2025 · 3 min readnahsra.hashnode.dev
Model providers give good advice for a changeThis is a great piece by Anthropic. Usually the model providers push you towards complex, high maintenance, and ultimately flakey solutions. This resonates. It seems we all now agree that LLMs are primarily good at data extraction, data summarization...Dec 30, 2024 · 3 min readnahsra.hashnode.dev