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JEV-Powered APK Reverse-Engineering Triage

Johnk3r built a small proof of concept that uses JEV to pre-screen APKs before deeper analysis with an LLM. Its flow combines static analysis and Quark with a JEV score to decide whether to reverse or skip a sample.

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Johnk3rJohnk3r@johnk3r𝕏
Anyone else playing with JEV? Feels like that’s all I’m seeing today 😅 I built a small PoC using JEV as a pre-screening step for reverse engineering, before sending the APKs to an LLM for deeper analysis. The flow is pretty simple: `APK → static analysis + Quark → JEV → score → reverse or skip` The goal is to avoid burning LLM tokens on samples that don’t really warrant deeper reversing. It’s still early, but the token savings are already pretty interesting when you’re triaging a bunch of samples. #Reversing #LLM #JEV #Malware
Sep 21, 2026X postsView on X
The goal is to avoid spending LLM tokens on samples that do not warrant deeper reversing. The author says early token savings are interesting when triaging multiple samples.

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