llm-architecture

An analysis of managing long-context LLM applications, focusing on Claude's architectural constraints, prompt engineering patterns, and state management strategies.

An exploration of memory hierarchy design for autonomous agents, moving beyond context windows to persistent, multi-tier storage systems.

A critical analysis of RAG architecture, focusing on retrieval strategies, context window management, and the trade-offs between accuracy and latency.

In an era of commoditized foundation models, the competitive advantage has shifted from model weights to the robustness of the surrounding system architecture.

An analysis of entity-centric retrieval strategies in RAG systems, focusing on AEO and GEO indexing patterns to improve context relevance.