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