Product Deep-Dive

Velociportr

Autonomous C/C++ to Rust Transpilation — Verified, Validated, Delivered.

The Pipeline

5 Stages. Full Autonomy. Verified Output.

Each stage builds on the last, creating a self-correcting system that delivers production-ready Rust.

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Stage 1

Preprocessing & Code Analysis

Before any transpilation begins, Velociportr performs deep static analysis on the source codebase.

Complexity Analysis

Measures cyclomatic complexity, call depth, and dependency graphs to prioritize translation order.

Semantic Mapping

Builds abstract representations of program behavior to guide the LLM toward correct Rust patterns.

Data Flow Analysis

Tracks pointer aliasing, ownership patterns, and lifetime requirements to inform Rust's borrow checker.

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Stage 2

LLM Code Generation

AI-powered transpilation converts preprocessed C/C++ into idiomatic Rust, function by function.

Context-Aware Translation

The LLM receives preprocessed context, type info, and semantic hints for each translation unit.

Error Patching

Compilation errors are detected and patched inline before moving to the verification stage.

Idiomatic Patterns

Output uses Rust best practices: Result types, iterators, ownership, and zero-cost abstractions.

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Stage 3

Oracle-Based Verification

This is Velociportr's key differentiator. We don't just translate — we mathematically verify behavioral equivalence.

WASM Lifting

Both the original C and generated Rust are compiled to WASM for platform-independent comparison.

IR Comparison

Intermediate representations are compared to verify identical behavior at the instruction level.

Behavioral Equivalence

Each function is verified to produce identical outputs for all inputs — not just syntactic similarity.

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Stage 4

Correction Loop

Functions that fail oracle verification are automatically fed back through the pipeline with error context.

Automatic Re-generation

Failed functions are re-generated with detailed feedback from the verification stage, improving with each iteration.

Self-Correcting Architecture

The loop continues until all functions pass verification or are flagged for human review, ensuring no silent failures.

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Stage 5

Human in the Loop

The final stage brings experienced Rust engineers for review, ensuring production readiness.

Logic Review

Engineers review business logic, edge cases, and architectural decisions that go beyond mechanical equivalence.

Production Readiness

Final polish including documentation, integration tests, and CI/CD pipeline configuration for the new Rust codebase.

Competitive Advantage

More Than Syntax Translation

Velociportr goes far beyond what existing transpilers and AI code tools can achieve.

Oracle-Based Verification

No other tool verifies behavioral equivalence at the IR level. We don't just translate — we prove correctness.

Multi-Stage Pipeline

Five purpose-built stages work together, each one catching issues the others might miss. Defense in depth for code migration.

Self-Correcting Architecture

The correction loop automatically re-generates and re-verifies failed functions — no manual intervention required.

Human-in-the-Loop Finish

Automation handles the heavy lifting. Expert engineers handle the nuance. The best of both worlds.

Case Study

JQ: 139K Lines of C to Rust

We ported the popular JQ JSON processor — a complex, real-world codebase — to demonstrate Velociportr at scale.

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Files Transpiled
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Total Time
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Oracle Verified

Scale Progression Timeline

Phase 1 — Proof of Concept
1K Lines of Code
Initial validation of the pipeline architecture with small, well-understood C functions.
Phase 2 — Initial Scale
55K Lines of Code
Expanded to medium-complexity codebases, refining the correction loop and verification stages.
Phase 3 — JQ Port (Achieved)
139K Lines of Code
Full transpilation of JQ — a production-grade C codebase with complex control flow, macros, and pointer arithmetic.
Phase 4 — Next Target
1M+ Lines of Code
Targeting million-line enterprise codebases in defense, infrastructure, and financial services.
Business Model

Flexible Engagement Models

Choose the approach that fits your migration needs and organizational structure.

Per-Project Licensing

Scoped to a specific codebase. Pay per migration project with clear deliverables and timelines.

  • Fixed-scope engagement
  • Defined deliverables
  • Oracle verification included
  • Human review included
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Managed Migration Services

White-glove service. Our team manages the entire migration from assessment to production deployment.

  • Full project management
  • Dedicated engineering team
  • Integration support
  • Post-migration support
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Ready to Port Your Codebase?

Let's discuss how Velociportr can migrate your C/C++ to safe, verified Rust — autonomously.

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