Tokum: The foundational “semantic atom”—a Canonical Comprehension Unit (CCU) that encodes verified meaning with a unique, immutable, cryptographic ID. Each tokum carries a complete, public provenance and builds an audit trail for every concept it represents.

Tokumizer: The deterministic engine that transforms unstructured data into tokums, generating HyperComprehension Vectors via the HCNV-ColBERT architecture (HyperComprehension Neural Vectors based on ColBERT). This approach ensures knowledge is lossless, addressable, and fully traceable—radically reducing AI training costs and minimizing hallucinations.

SemanticSpacetime Types: Every tokum is referenced not only by meaning, but also by its semantic context and coordinate position in a multidimensional “comprehension space”—enabling direct, native querying, compositional reasoning, and universal interoperability across languages and scientific domains.

Comprehensive Comprehension Cloud (CCC): An ever-evolving, open public repository of shared, expert-curated knowledge. The CCC enables anyone to tap into a global repository of live, verified meaning—forming the world’s shared “comprehension layer”.

Shared Semantic Space (SSS): The coordination core that harmonizes comprehension across agents and domains—powering seamless communication between people, AIs, and organizations by making every concept interoperable.

Private Perspective Portal (PPP): Your secure local gateway, which maintains contextual integrity and privacy. The PPP allows individuals or organizations to curate knowledge privately and combine it with global wisdom, while guaranteeing sovereignty over their unique context and data.

Mindshare Matrix Marketplace (MMM): A dynamic market for meaning, where contributors and curators of verified knowledge are empowered to flexibly license and share their intellectual property. With DRM (Digital Rights Management) directly attached to each tokum, every creator or curator can choose their own terms—supporting any licensing model (open, commercial, shared, or custom). Retribution, access, and rights management are explicitly defined and enforced in the system, fostering a participatory and equitable economy of comprehension, and enabling sustainable collaboration at global scale.

HCNV-ColBERT: tokum.ai’s neural engine for scalable, lossless semantic vectorization and deterministic look-ups—delivering up to 96% reduction in training and inference costs, eliminating black box uncertainty and radically improving energy efficiency.

Full Transparency and Traceability: Every inference or response can be explained on demand, with a provable, breakdown trace through the Tokum and SemanticSpacetime layers.

Auditability and Security: Cryptographic integrity underpins all knowledge and access—assuring trust, authenticity, and context retention.

Universal Explainability: Every reasoning step is explicit and accessible. No more guesswork—just transparent, verifiable comprehension.