| I built a universal semantic layer for code. |
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| GraphLang maps Python, Java, JavaScript, TypeScript, C#, Rust, Go, C, and C++ |
| into 12 canonical IR kinds. Not 200. Not 50. Twelve. |
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| 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 |
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| What this means: |
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| 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. |
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| And here's the part that surprised me: |
| There are only 16 structurally unique ways to write an if statement. |
| Not 1,300. Sixteen. |
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| 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. |
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| DMs open for partnerships, enterprise licensing, and code equivalence audits. |
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| github.com/cripto-bot/graphlang |
