Polyglot FFI Roadmap¶
Vision: The universal FFI bindings generator for polyglot projects
Overview¶
Polyglot FFI aims to eliminate FFI boilerplate by automatically generating type-safe, memory-safe bindings between programming languages. Our goal is to support multiple source and target languages with excellent developer experience.
Current Version: v0.5.1¶
Completed Milestones¶
v0.1 - Foundation¶
Internal Validation (Battle-Tested Locally): October 2025
Core Features:
- OCaml
.mliparser for primitive types - Python wrapper generation
- OCaml ctypes bindings generation
- C stub generation with memory safety
- CLI with
initandgeneratecommands - Basic error handling
- 44% test coverage baseline
Deliverable: Working OCaml→Python bindings for simple functions
v0.2 - Type System¶
Internal Validation (Battle-Tested Locally): October 2025
Complex Types:
- Option types (
'a option) - List types (
'a list) - Tuple types (
'a * 'b) - Record types (parsed, partial generation)
- Variant types (parsed, partial generation)
Type System:
- Type registry architecture
- Extensible type mappings
- Custom type converters
- Multi-language support (OCaml, Python, C, Rust types)
Testing:
- 86 tests (+42 from v0.1)
- 65% coverage (+21%)
- Complex type scenarios
Deliverable: Can handle 90% of OCaml types
v0.3 - Developer Experience¶
Internal Validation (Battle-Tested Locally): October 2025
New Commands:
watch- Auto-regenerate on file changescheck- Validate project configuration and dependenciesclean- Remove generated files safely
Configuration:
polyglot.tomlconfiguration file support- Auto-discovery of
.mlifiles - Per-language configuration
- Custom type mappings in config
Developer Experience:
- Rich CLI output with colors
- Progress indicators for long operations
- Detailed error messages with suggestions
- Dry-run mode for preview
- Force regeneration option
Deliverable: Improved DX
v0.4 - Production Release (Q4 2025)¶
Released: October 2025
Testing & Quality:
- 285 tests (+199 from v0.3)
- 88% coverage (+23%)
- Integration tests for all CLI commands
- End-to-end workflow tests
Documentation:
- Complete MkDocs documentation site
- API reference with mkdocstrings
- 3 working examples (beginner to intermediate)
- Architecture documentation
- Contributing guidelines
- 7 man pages for all commands
Polish:
- Shell completion (Bash, Zsh, Fish)
- Performance optimization (~15,000 gen/sec)
- Better identifier sanitization
- Config template fixes
CI/CD & Publishing:
- GitHub Actions workflows (test, docs, release)
- Automated releases on tag
- Documentation deployment to GitHub Pages
- PyPI package builds successfully
- Security scanning (bandit, safety)
Open Source:
- Code of Conduct (Contributor Covenant v3.0)
- Security policy
- Issue templates (4 types)
- Pull request template
- CODEOWNERS file
Deliverable: Ready for public release on PyPI
Current Focus: v0.4.0 Release¶
Immediate Tasks¶
Goal: First PyPI release
- [x] Final testing and verification
- [x] Documentation review and polish
- [x] Package building and validation
- [x] Create v0.4.0 release tag
- [x] Publish to PyPI
- [x] Deploy documentation
- [x] Announce release
Success Metrics:
- Package available on PyPI
- Documentation live at polyglotffi.com
- Can install with
pip install polyglot-ffi
Planned Milestones¶
v0.5.0 - Record & Variant Support (Q4 2025)¶
Target: October-December 2025
Advanced Type Generation:
- [ ] Complete record type generation
- [ ] OCaml record type definitions
- [ ] Python dataclass generation
- [ ] C struct generation
- [ ] Memory management for nested records
- [ ] Complete variant type generation
- [ ] OCaml variant types
- [ ] Python enum/union types
- [ ] C tagged unions
- [ ] Pattern matching helpers
Type System Enhancements:
- [ ] Polymorphic types (
'a) - [ ] Constrained types
- [ ] Recursive types
- [ ] Type aliases
Testing:
- [ ] Record type test suite
- [ ] Variant type test suite
- [ ] Complex nested type tests
- [ ] Memory safety validation
Deliverable: Full support for OCaml's rich type system
v0.6.0 - Rust Target Support (Q4 2025)¶
Target: TBD (Late 2025)
Rust Generator:
- [ ] Rust FFI bindings generation
- [ ]
extern "C"declarations - [ ] Rust type mappings
- [ ]
unsafeblocks with safety guarantees - [ ] Cargo.toml generation
Bidirectional Support:
- [ ] OCaml → Rust bindings
- [ ] Rust → Python bindings
- [ ] Type conversions
Build Integration:
- [ ] Cargo build system support
- [ ] Cross-compilation support
- [ ] Dependency management
Documentation:
- [ ] Rust examples
- [ ] Type mapping guide for Rust
- [ ] Build system integration guide
Deliverable: Full support for Rust bindings
v1.0.0 - Stable Release (Q1 2026)¶
Target: January-March 2026
Stability:
- [ ] API stability guarantees
- [ ] Comprehensive upgrade guides
- [ ] Long-term support (LTS) commitment
- [ ] Performance benchmarks published
Multi-Language Matrix:
- [ ] OCaml ↔ Python (complete)
- [ ] OCaml ↔ Rust (complete)
- [ ] Python → OCaml (reverse direction)
- [ ] Rust → OCaml (reverse direction)
Enterprise Features:
- [ ] Large project support (multi-module)
- [ ] Incremental generation
- [ ] Build cache
- [ ] Parallel generation
Testing & Quality:
- [ ] 95%+ code coverage
- [ ] 500+ tests
- [ ] Cross-platform CI (Linux, macOS, Windows)
- [ ] Performance regression tests
Documentation:
- [ ] Video tutorials
- [ ] Interactive examples
- [ ] Migration guides
- [ ] Best practices guide
Deliverable: Stable, production-ready v1.0
v1.5.0 - Go Support (Q2 2026)¶
Target: April-June 2026
Go Generator:
- [ ] Go FFI bindings generation
- [ ]
cgointegration - [ ] Go type mappings
- [ ] Go module generation
Language Support:
- [ ] OCaml → Go
- [ ] Python → Go
- [ ] Rust → Go
- [ ] Go → all (reverse)
Build Integration:
- [ ] Go modules support
- [ ] go.mod generation
- [ ] Cross-platform builds
Deliverable: Full Go language support
v2.0.0 - Advanced Features (2026)¶
Target: Q1-Q2 2026
Plugin System:
- [ ] Plugin architecture
- [ ] Community plugin support
- [ ] Custom generator plugins
- [ ] Custom parser plugins
- [ ] Plugin marketplace/registry
Developer Tools:
- [ ] Interactive REPL mode
- [ ] Language Server Protocol (LSP)
- [ ] VS Code extension
- [ ] JetBrains plugin
- [ ] Syntax highlighting
Advanced Types:
- [ ] GADTs (Generalized Algebraic Data Types)
- [ ] Module functors
- [ ] First-class modules
- [ ] Polymorphic variants
- [ ] Object types
Performance:
- [ ] Parallel generation
- [ ] Incremental compilation
- [ ] Smart caching
- [ ] Memory optimization
Deliverable: Advanced tooling and type support
Future Exploration (Post v2.0)¶
Additional Language Targets¶
Priority: Community-Driven
- [ ] Java/Kotlin via JNI
- [ ] Java class generation
- [ ] Kotlin extension functions
-
[ ] Gradle integration
-
[ ] C++ with modern features
- [ ] C++17/20 support
- [ ] Smart pointers
- [ ] Template support
-
[ ] CMake integration
-
[ ] JavaScript/TypeScript via WASM
- [ ] WebAssembly target
- [ ] TypeScript definitions
- [ ] npm package generation
-
[ ] Node.js native modules
-
[ ] C#/.NET via P/Invoke
- [ ] C# class generation
- [ ] .NET Core support
-
[ ] NuGet packages
-
[ ] Swift for iOS/macOS
- [ ] Swift bindings
- [ ] Objective-C bridge
- [ ] SwiftPM integration
Advanced Features¶
Priority: Based on User Demand
- [ ] Async/Await Support
- [ ] Async FFI boundaries
- [ ] Future/Promise conversion
-
[ ] Event loop integration
-
[ ] Memory Pooling
- [ ] Custom allocators
- [ ] Pool-based memory management
-
[ ] Zero-copy optimizations
-
[ ] Serialization
- [ ] Auto-generate serialization code
- [ ] JSON/Protobuf/MessagePack
-
[ ] Zero-copy serialization
-
[ ] Distributed Systems
- [ ] RPC code generation
- [ ] gRPC support
- [ ] Network protocol bindings
Ecosystem Integration¶
Priority: Community Partnerships
- [ ] Package Manager Integration
- [ ] Homebrew formula
- [ ] apt/yum packages
- [ ] Windows installer
-
[ ] Nix package
-
[ ] Cloud Services
- [ ] AWS Lambda bindings
- [ ] Google Cloud Functions
-
[ ] Azure Functions
-
[ ] Build System Plugins
- [ ] CMake plugin
- [ ] Bazel rules
- [ ] Meson integration
- [ ] Make integration
Technology Roadmap¶
Short-term (2025)¶
- [x] Python 3.8-3.12 support
- [x] OCaml 4.14+ support
- [ ] Python 3.13 support
- [ ] OCaml 5.x support
- [ ] Rust 1.70+ support
Medium-term (2026)¶
- [ ] WASM compilation target
- [ ] Cloud-native deployment
- [ ] Container optimization
- [ ] Performance: 100,000+ gen/sec
Long-term (2027+)¶
- [ ] Machine learning optimization
- [ ] Intelligent type inference
- [ ] Auto-migration tools
- [ ] Self-hosting (polyglot-ffi generates its own bindings)
Community Roadmap¶
Open Source Growth¶
- [ ] 100+ GitHub stars
- [ ] 10+ contributors
- [ ] Community Slack/Discord
- [ ] Monthly releases
- [ ] Quarterly community calls
Documentation & Education¶
- [ ] Video tutorial series
- [ ] Interactive playground
- [ ] University course materials
- [ ] Conference talks
- [ ] Blog post series
Adoption Goals¶
- [ ] 50+ production users
- [ ] 5+ case studies
- [ ] Industry partnerships
- [ ] Academic research citations
Success Metrics¶
Technical Metrics¶
| Metric | v0.5.0 (Current) | v1.0 Goal | v2.0 Goal |
|---|---|---|---|
| Test Coverage | 88% | 95% | 98% |
| Tests | 285 | 500+ | 1000+ |
| Languages | 3* | 4 | 6+ |
| Gen Speed | 15k/sec | 50k/sec | 100k/sec |
| Supported Types | 90% | 98% | 100% |
*OCaml, Python, C (Rust types mapped but not generated yet)
Community Metrics¶
| Metric | v0.5.0 | v1.0 Goal | v2.0 Goal |
|---|---|---|---|
| GitHub Stars | TBD | 100+ | 500+ |
| Contributors | 1 | 10+ | 25+ |
| Production Users | 0 | 50+ | 200+ |
| Weekly Downloads | 0 | 1000+ | 5000+ |
How to Contribute¶
We welcome contributions to any part of the roadmap! Here's how you can help:
Current Priorities¶
- Testing: Add test cases for edge cases
- Documentation: Improve examples and guides
- Bug Reports: Help us find and fix issues
- Feature Requests: Tell us what you need
Future Features¶
- Rust Support: Help implement Rust generator (v0.6.0)
- Record Types: Complete record type generation (v0.5.0)
- New Languages: Propose and implement new language targets
Get Involved¶
- Issues: https://github.com/chizy7/polyglot-ffi/issues
- Discussions: https://github.com/chizy7/polyglot-ffi/discussions
- Contributing: See CONTRIBUTING.md
- Code of Conduct: CODE_OF_CONDUCT.md
Release Schedule (Projected)¶
Regular Releases¶
- Minor releases (0.x.0): Every 6-8 weeks
- Patch releases (0.x.y): As needed for bugs
- Major releases (x.0.0): Every 12-18 months
LTS Support¶
- v1.0: 2 years of support
- v2.0: 3 years of support
- Security patches: Indefinite for v1.0+
Versioning Policy¶
We follow Semantic Versioning:
- Major (x.0.0): Breaking changes
- Minor (0.x.0): New features, backwards compatible
- Patch (0.0.x): Bug fixes, backwards compatible
Breaking Changes¶
- Announced 3 months in advance
- Migration guides provided
- Deprecation warnings in previous release
- Community feedback period
References & Inspiration¶
- PyO3: Rust ↔ Python bindings architecture
- SWIG: Multi-language wrapper generator
- ctypes: OCaml FFI foundation
- bindgen: Rust binding generator
- JNI: Java native interface patterns
Questions & Feedback¶
Have ideas for the roadmap? Want to influence priorities?
- Feature Requests: https://github.com/chizy7/polyglot-ffi/issues/new?template=feature_request.yml
- Discussions: https://github.com/chizy7/polyglot-ffi/discussions
- Email: See GitHub profile
Last Updated: October 25, 2025 Next Review: December 2025
Current Focus: Fix bugs in v0.5.0 and publish to PyPI and grow the community!