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9b0c4ec | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 | I built a universal semantic layer for code. GraphLang maps Python, Java, JavaScript, TypeScript, C#, Rust, Go, C, and C++ into 12 canonical IR kinds. Not 200. Not 50. Twelve. The numbers: • 27.9x compression (33K nodes → 1.2K unique patterns) • 97% cross-language equivalence • 100% roundtrip (IR → code is identical) • 22.5x compression at 10 MILLION functions — mathematically stable What this means: Same intent = same structure. Across 9 languages. An if statement is an if statement is an if statement — regardless of syntax. GraphLang sees through the noise. And here's the part that surprised me: There are only 16 structurally unique ways to write an if statement. Not 1,300. Sixteen. The code is public under BSL. The engine, the normalizer, the SPEC — all on GitHub. The benchmark dataset (10M aligned pairs) is available under NDA for qualified enterprises. DMs open for partnerships, enterprise licensing, and code equivalence audits. github.com/cripto-bot/graphlang |