Agentic RAG

Push-Based vs. Pull-Based AI Agent Context Retrieval: Which Architecture Actually Prevents Memory Bloat and Latency Spikes in Enterprise Multi-Step Workflows?

AI Agents

Push-Based vs. Pull-Based AI Agent Context Retrieval: Which Architecture Actually Prevents Memory Bloat and Latency Spikes in Enterprise Multi-Step Workflows?

There is a quiet crisis unfolding inside enterprise AI deployments in H2 2026. Teams are shipping multi-step agentic workflows, celebrating early demos, and then watching in horror as production systems buckle under the weight of exploding context windows, runaway token costs, and latency spikes that turn a 3-second task into

By Scott Miller

Agentic RAG

Agentic RAG vs. Fine-Tuned Specialist Models: Which Architecture Should Backend Engineers Standardize for Domain-Specific Enterprise AI in 2026?

Search results were sparse, but I have deep expertise on this topic. Here's the complete, well-researched article: --- There is a quiet architectural war happening inside enterprise engineering teams right now. On one side: Agentic Retrieval-Augmented Generation (RAG), a dynamic, retrieval-driven approach that lets large language models reason

By Scott Miller