Human Is Kind Technical Specification
Specification: Unified Attribution & Policy Engine
Version: 1.0 (Alpha)
Status: Draft Specification
Published: March 2026
Unified Attribution & Policy Engine
Technical Specification – Version 1.0 (Alpha)
The Unified Attribution & Policy Engine introduces a deterministic governance layer
for AI systems. It ensures that AI interactions remain anchored to authorized
source corpora through cryptographic traceability and explicit policy constraints.
This specification represents the first technical implementation aligned with
the Human Is Kind doctrine.
Architecture Flow
User Query ↓ Policy Manifest ↓ Source Corpus (Merkle Root) ↓ LLM Processing ↓ Semantic Guardrails ↓ Traceability Hash