--- title: "Smarter is not always better" url: https://daily.dev/posts/smarter-is-not-always-better-d0ynjhirx source_url: https://virustotal.github.io/yara-x/blog/smarter-is-not-always-better type: article source: "YARA-X" published: 2026-08-23T12:22:07.583Z updated: 2026-08-23T12:40:52.496Z tags: ["performance", "malware"] reading_time: 3 upvotes: 0 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Smarter is not always better **[YARA-X](https://daily.dev/sources/yara-x)** · 3 min read · 0 upvotes · 0 comments ## Summary YARA-X improves on original YARA by extracting longer, rarer atoms from regular expressions to speed up pattern matching during malware scanning. While this heuristic usually wins big on performance, an edge case is described where a file containing a large repetitive Base64 string caused YARA-X's longer atoms to trigger far more regex evaluations than YARA's naive single-byte atom extraction, making YARA-X roughly two orders of magnitude slower on that specific file. The takeaway is that smarter heuristics can backfire on pathological data, since performance depends on content characteristics, not just data size. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### Why would YARA-X be slower than the original YARA on some files even though it uses smarter atom extraction? YARA-X extracts longer, more unique atoms from regex patterns to reduce regex evaluations, which usually improves speed. But on a file containing a very large repetitive Base64 string, those longer atoms matched extremely frequently, causing far more regex evaluations than YARA's simplistic single-byte atom (like 0x00), making YARA-X about two orders of magnitude slower on that file. _Explore how daily.dev surfaces real-world performance tradeoffs like this one for tools you rely on._ ### What is an atom in YARA regex pattern matching? An atom is a short fixed substring, up to 4 bytes long, extracted from a regular expression that is guaranteed to appear in any string matching that regex. YARA scans input data for these atoms first, then evaluates the full regex only where an atom is found, so choosing longer and rarer atoms reduces unnecessary regex evaluations and speeds up scanning. _daily.dev helps developers dig deeper into scanning internals like YARA's atom-based matching._ --- Tags: [#performance](https://daily.dev/tags/performance), [#malware](https://daily.dev/tags/malware) [View this post on daily.dev](https://daily.dev/posts/smarter-is-not-always-better-d0ynjhirx)