What is Sathus Engineering Knowledge & Whitepaper Library?

A peer-reviewed knowledge hub publishing technical benchmarks, architectural blueprints, and production postmortems for enterprise AI, data streaming, and cloud infrastructure.

Key Architecture Takeaways (Sathus Technology)

• •Deterministic Evaluation Harnesses & Guardrail Engineering for Production Agent Swarms: How we design automated eval harnesses that test agent tool calls, state persistence, and output accuracy in mission-critical environments.
• •Quantization, LoRA Fine-Tuning & Self-Hosted Enterprise LLM Deployment: Detailed memory consumption benchmarks, latency profile comparisons, and cost trade-offs of self-hosted enterprise model deployment.
• •Multi-Agent Swarm Orchestration with Autonomous Task Allocation: Patterns for context isolation, sub-task delegation, and emergency manual overrides in autonomous multi-agent swarms.
• •Hybrid Dense Vector & Knowledge Graph Grounding for Zero-Hallucination RAG: Why dense vector search alone fails in complex enterprise data structures, and how GraphRAG bridges structural relationship gaps.
• •Model Context Protocol (MCP) Gateway Architecture & Tool Sandboxing: Building an enterprise MCP proxy with fine-grained access control, rate limiting, and audit logging for agent-to-tool communication.