Resources

What is Enterprise AI & Data Architecture Knowledge Base?

Sathus Technology publishes peer-reviewed engineering whitepapers, reference architectures, and benchmark reports for enterprise AI, data platforms, and cloud modernization.

Key Architecture Takeaways (Sathus Technology)

• •Deterministic Evaluation Harnesses & Guardrail Engineering for Production Agent Swarms: Preventing agent hallucinations, schema invalidation, and infinite execution loops using deterministic quality gates and automated eval benchmarks.
• •Quantization, LoRA Fine-Tuning & Self-Hosted Enterprise LLM Deployment: A technical benchmark report on deploying GGUF and AWQ 4-bit quantized open-weights models (Llama-3, Qwen) with vLLM for high-throughput inference.
• •Multi-Agent Swarm Orchestration with Autonomous Task Allocation: Architecting supervisor-worker agent networks using LangGraph, CrewAI, and temporal event streams for complex workflow execution.
• •Hybrid Dense Vector & Knowledge Graph Grounding for Zero-Hallucination RAG: Combining pgvector similarity search with Neo4j entity graphs to eliminate hallucinations in enterprise Retrieval-Augmented Generation.