Architectural Design to Prevent LLM Agents' 'Memory Loss': An In-Depth Guide to Implementing Long-Term Memory (LTM)
Going beyond the limits of a simple context window, this guide shows how to make agents persistently remember complex work context. It presents an architectural blueprint that combines knowledge graphs, multi-stage recall, and a dedicated s
Jun 8
Automation Beyond LLMs: An Architecture Guide to Reliable Business Workflow Orchestration
LLMs and RAG alone cannot reliably automate complex business processes. This guide presents a blueprint for end-to-end AI automation systems that achieve reliability through BPMN-based workflow orchestration patterns and state-management te
May 28
State Management for LLM Agents: Stabilizing Long Workflows with State Machines and Memory Layers
For LLM agents to reliably execute complex business processes beyond simple conversation, state management is essential. This guide combines two core architectural patterns—state machines and a memory layer—to provide a concrete blueprint f
May 26