Principium

NET libraries designed for specialized domains such as financial engineering, retrieval-augmented generation (RAG), and game artificial intelligence. These libraries provide compute cores optimized for environments where throughput, latency, and memory efficiency are critical, such as pricing and risk analytics, semantic search, and real-time agent intelligence. Principium's products are intended for direct integration into application architectures, giving developers control and predictable performance without the overhead of external frameworks or services.

The platform includes several domain-specific libraries. Net delivers deterministic pricing, risk analytics, and Monte Carlo simulation capabilities for quantitative finance, supporting batch operations, deterministic random number generation, and SIMD-accelerated calculations. NET-native vector database library for semantic search and retrieval-augmented generation, featuring fast approximate nearest neighbor search, document chunking, metadata filtering, hybrid search options, file-based persistence, and runtime metrics. Net provides real-time AI primitives for game development, including utility scoring, behavior tree execution, and crowd simulation, all optimized for high frame rates and minimal garbage collection. SymFSM offers a hybrid finite-state machine layer that enables task structure analysis for AI, supporting solution trajectory computation, contradiction detection, recursive sub-task mapping, and large-scale state exploration.

Principium's libraries are engineered for professional developers who require high precision and performance, such as quantitative developers, AI specialists, and game programmers working on high-stakes, real-time systems. NET components, typically available as NuGet packages, and are designed for in-place operations with features like ArrayPool integration and SIMD acceleration to minimize latency and garbage collection pressure.

The licensing model is commercial, providing professional support for production use while allowing free evaluation for development and prototyping. Principium emphasizes clear documentation, realistic performance benchmarks, and direct technical engagement with its user community. The libraries are positioned as foundational compute engines, enabling developers to focus on business logic and system architecture rather than building low-level computational infrastructure from scratch.