Technical Implementation
A distributed, AI-native architecture built for scale, accuracy, and developer velocity. Open APIs, verifiable pipelines, and edge-optimized delivery.
System Architecture
Event-driven microservices topology with asynchronous data processing and real-time synchronization.
Edge & CDN Delivery
Next.js/React SPA served via Cloudflare Workers & Vercel Edge. ISR with stale-while-revalidate for sub-100ms TTFB globally.
Kong + OAuth 2.0
Rate-limited, JWT-validated routing. Supports REST & GraphQL. Automatic schema versioning and deprecation warnings.
Go & Python Microservices
High-throughput ingestion, NLP pipelines, and vector indexing. Containerized via Docker, orchestrated with Kubernetes.
PostgreSQL + Neo4j + Redis
Relational metadata, graph-based knowledge relationships, and distributed caching with Redis Cluster (multi-AZ).
Custom Transformer Pipelines
Fine-tuned LLMs for fact verification, cross-lingual translation, and semantic search. Vector DB: Pinecone + FAISS fallback.
AWS/GCP Hybrid + Terraform
IaC managed deployments, auto-scaling groups, multi-region failover, and zero-downtime rolling updates.
Technology Stack
Battle-tested tools selected for performance, maintainability, and ecosystem maturity.
Next.js 14
React / App Router / RSCGo 1.21
gRPC / High-Concurrency APIsPython 3.11
FastAPI / ML PipelinesPostgreSQL 15
ACID / JSONB / CitusNeo4j 5
Graph DB / CypherRedis Cluster
Cache / PubSub / SessionsKubernetes
EKS / GKE / HelmClickHouse
Analytics / Event LoggingKnowledge Ingestion Pipeline
Automated, multi-stage verification ensuring academic-grade accuracy across 140+ languages.
Raw Ingestion
API submissions, academic feeds, and community contributions
LLM Verification
Cross-reference against 12M+ trusted sources & citations
Entity Extraction
NER, relation mapping, and semantic disambiguation
Graph Indexing
Neo4j graph construction & vector embedding generation
Edge Publish
ISR cache invalidation & multi-region propagation
API & Developer Integration
RESTful & GraphQL endpoints with comprehensive SDKs, webhooks, and sandbox environments.
| Method | Endpoint | Description |
|---|---|---|
| GET | /v3/articles/{id} | Fetch article with metadata & citations |
| POST | /v3/search | Semantic & keyword hybrid search |
| GET | /v3/graph/nodes/{id}/edges | Retrieve knowledge graph connections |
| POST | /v3/contribute | Submit new content for review |
| GET | /v3/verify/{hash} | Check content integrity & audit log |
import { AevumClient } from '@aevum/sdk';
const client = new AevumClient({
apiKey: process.env.AEVUM_API_KEY,
region: 'us-east-1'
});
// Semantic search with vector filtering
const results = await client.search({
query: 'quantum error correction',
filters: { verified: true, minCitations: 5 },
limit: 10
});
console.log(`Found ${results.data.length} entries`);
Security & Compliance
Enterprise-grade protection for data, contributors, and end-users.
Performance & SLAs
Globally distributed infrastructure optimized for low latency and high availability.