DEMOS & PRODUCTS
The Justified Engine
Our foundational execution platform. A standalone native inference runtime (~193 MB CUDA / ~6 MB POSIX & Metal) engineered for Windows 10/11 (CUDA), Enterprise Linux (POSIX), and macOS (Apple Silicon Metal)[cite: 1]. Free for local developer evaluation, private testing, and edge benchmarking, with commercial OEM redistribution licenses available[cite: 1]. Built to embed deterministic AI capabilities into desktop and edge software via standard OS process pipes with zero network egress[cite: 1].
- Native Bare-Metal Runtime: Unmanaged execution shell (
justified_engine.exe/justified_engine) and dynamic library (justified_core.dll)[cite: 1]. - Free Developer Evaluation: Zero-cost standalone local deployment for prototyping, benchmarking, and internal testing[cite: 1].
- Thermodynamic Efficiency: Sub-4GB VRAM sliding-window footprint with asynchronous DMA transfers.
- Deterministic Reliability: Hardware-enforced Finite State Machine syntax locking and 0.0 MAE accounting parity.
Justified DeScribe
An upcoming standalone desktop CLI utility (justified_describe.exe) designed for automated codebase metrology. Executes a deterministic 2-pass AST (Abstract Syntax Tree) scan across un-audited repositories to identify structural dependencies, cyclic couplings, and operational drag without external network egress.
- Offline AST Parsing: Polyglot topology mapping without transmitting source code over external networks.
- Air-Gapped Privacy: Zero-egress execution guarantees for proprietary enterprise logic.
- Financial Drag Estimation: Translates architectural friction into quantifiable operational metrics.