About Digital Substrate

Our Mission

We believe that building data-intensive applications shouldn't require choosing between type safety and developer productivity. Viper was created to provide both: a runtime that enforces strong typing while eliminating boilerplate through metadata-driven design.

The Viper Project

Viper has been in development since 2020, with v1.2.0 LTS representing years of refinement in production environments. The project includes:

• 602 C++ source files comprising the runtime
• 238 Python classes exposed via dsviper
• 20 functional domains covering types, values, persistence, serialization, and more
• Comprehensive documentation for both users and maintainers

Technology Philosophy

Viper is built on five core principles:

1. Metadata Everywhere - Runtime introspection drives all subsystems
2. Reference Semantics - Containers behave like Python references
3. Shared Ownership - Safe memory sharing via shared_ptr
4. Immutable Commits - Data versioning with content-addressed storage
5. Namespace Awareness - First-class support for modular organization