Code Translation.
Translate code across languages with semantic fidelity. Keep behavior, not just syntax. Built on the same indexed substrate as the base Context Layer.
Python source
Input · Legacy stack
AST snapshot
Mapping · Universal schema
Go output
Emitted · Idiomatic code
Translation grounded in context.
Semantic Intent
We don't just map tokens; we map intentions. Logic is preserved even when syntax diverges significantly.
Language-Native
Output is idiomatic target code (Go, Rust, TS), not a literal transliteration. It looks like your team wrote it.
Test Parity
Every translation includes a cross-language test execution report to verify behavior remains identical.
Parse once, map everything.
Ingest the source repo into an AST + semantics snapshot — control flow, types, dependency graph. The translation model reads the snapshot, not the text.
Explore in playgroundEmit target code that preserves behavior.
The translator reasons over the snapshot and emits idiomatic target-language code. Not a syntactic mapping — a behavior-preserving rewrite.
Explore in playgroundRun the original tests against the new code.
We cross-run the source suite on the translated codebase and report deltas. Behavior parity you can defend to auditors.
Explore in playgroundmain.py
Source
control_flow.json
Graph
symbols.db
Types
Premium product · Early access
Code Translation is currently in private pilot. We're selecting teams with complex cross-language migration needs (e.g. Python to Go/Rust).