System Operational

Structural Features

The architectural framework, data pipelines, and organizational systems that power Aevum's global knowledge infrastructure.

Core Architecture Components

Modular, interoperable systems designed for scalability, accuracy, and real-time knowledge synthesis.

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Ontology & Taxonomy Engine

Dynamic hierarchical classification system that auto-maps new content to existing knowledge trees using semantic embedding and editorial validation.

RDF/OWL Auto-Classification Multi-root Trees
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Dynamic Knowledge Graph

Node-edge relationship mapping that surfaces cross-disciplinary connections, historical evolution, and causal links between concepts.

Neo4j / ArangoDB Real-time Graph Queries Cypher Support
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Multilingual Sync Matrix

Locale-aware translation infrastructure with neural sync, RTL/LTR rendering support, and region-specific fact verification pipelines.

Neural MT Pipeline Locale Validation i18n Framework
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Editorial Version Control

Git-like content tracking with atomic commits, rollback capabilities, contribution audit trails, and conflict resolution workflows.

Content Hashing Diff Engine Audit Logs
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Semantic Indexing Pipeline

Hybrid search architecture combining dense vector retrieval with sparse lexical matching for high-precision knowledge discovery.

Vector DB BM25 + NN Re-ranking Models
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Citation & Verification Framework

Automated source parsing, DOI/ISBN linking, trust scoring algorithms, and multi-layer expert review gating before publication.

Citation Parser Trust Scoring Peer Review Queue

Data Processing Architecture

End-to-end pipeline for ingestion, validation, structuring, and distribution of encyclopedia content.

Ingestion Layer

API webhooks, RSS feeds, manual submissions, and crawler integrations

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Normalization

Schema mapping, entity extraction, duplicate detection

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Verification

Cross-source validation, citation matching, expert routing

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Publication

Graph sync, index update, CDN push, webhook notifications

Processing Nodes
Validation Gates
External Integrations

API & Integration Matrix

Structured endpoints and protocols for third-party developers, institutional partners, and internal microservices.

Endpoint / System Protocol Auth Status Description
/api/v3/articles REST / GraphQL Bearer Token STABLE Core article CRUD, metadata filtering, version history
/api/v3/graph GraphQL API Key STABLE Node traversal, relationship queries, subgraph exports
/api/v3/search REST Rate Limited STABLE Semantic + lexical hybrid search with ranking controls
/api/v3/translations REST Service Account BETA Locale sync status, translation memory, review queues
/webhooks HTTPS POST HMAC Signature API Real-time event streaming for content lifecycle updates