Our agentic transpiler translates code between languages at 73.9% accuracy, outperforming GPT, Claude, Gemini, and Qwen. The resulting code data trains better AI models at scale.
Current models generate code that looks right but doesn't work. Enterprise can't ship AI-translated code into production. The entire pipeline, from translation to verification, needs to be rethought.
Models produce syntactically plausible but fundamentally broken translations requiring extensive manual repair.
Manual code translation is slow, expensive, and error-prone. Most migrations run 2–3× over budget.
Enterprise migrations take months or years with current tooling, creating significant delays and cost overruns.
Validated on smart contract translation, among the most demanding code domains, where a single error can be catastrophic. Our peer-reviewed research chose the hardest possible domain to validate that the architecture generalizes to any language and complexity level.
Average score across all translation benchmarks
Frontier models are bottlenecked by data quality. Shinso's transpiler doesn't just translate code. It generates verified, production-grade parallel corpora at scale. The same engine that outperforms every model becomes the data factory that trains better ones.
Better data → better models → better translations → more data. Shinso creates a compounding advantage that no foundation model lab can replicate internally.
Train better code models with verified, high-signal parallel data, not noisy web scrapes.
Migrate codebases with the only AI that produces output you can actually ship to production.
Access the largest verified code translation dataset ever created. Built for advancing code intelligence.
Scale for code. Scale AI built the data infrastructure that powered the LLM revolution. Shinso is doing the same for code. Our transpiler generates verified training data that major labs need but can't produce internally.
An agentic system that translates, verifies, and self-corrects code across languages. The output compiles, runs, and passes tests.
Translate between Python, TypeScript, Rust, Go, C++, Java, Solidity, and Move with high accuracy across 15+ language pairs.
Multi-pass verification with automated error correction. The system iterates until output compiles and passes generated test suites.
Proprietary training corpus built from 3 years of research at University of Houston. Designed specifically for code translation, not general-purpose web scrapes.
Translations ship with generated test suites that verify functional equivalence automatically. No manual QA.
3 years of R&D. A multi-stage pipeline combining specialized models, formal verification, and reinforcement learning, where each layer compounds the accuracy of the last.
Specialized agents work in sequence, each handling a different dimension of code translation.
Translations are verified through multiple independent signals, not surface-level pattern matching.
6 months to production. Each milestone builds on the last.
Baseline translator + compile loop integration
Agentic repair + formal prover integration
RL with compiler signals + model tuning + test harness
Why this can't be replicated. Shinso's architecture isn't a prompt wrapper. It's a vertically integrated system of specialized models, proprietary training data, and formal verification built over 3 years. Each layer reinforces the next. Replicating this requires rebuilding the entire stack.
Multi-exited founders backed by 3 years of dedicated AI research at the University of Houston.
Pioneer of "Complex AI." Accelerated 49 unicorns.
Built, launched, and exited 2× successful tech protocols.
World-renowned AI language translation researcher.
Distinguished Paper of the Year 2025, awarded by ACM for demonstrating breakthrough results on the most rigorous code translation benchmarks.
3 years of dedicated AI research partnership advancing code translation research.
Backed by investors with deep expertise in AI infrastructure and developer tools.
Whether you're training frontier models or migrating enterprise codebases, Shinso delivers the verified code data and translations you need.