Diagram-style illustration of a retrieval-augmented generation pipeline showing ingestion, embedding, vector search, and a language model producing an answer.

Architecting Retrieval-Augmented Generation Systems: A Deep Dive into Production Pipelines

How to design Retrieval-Augmented Generation pipelines that hold up in production — covering indexing, hybrid retrieval, reranking, evaluation harnesses, and the operational realities of freshness, latency, and cost.

September 3, 2026 · 13 min · 2611 words · martinuke0
Diagram-style illustration contrasting retrieval and cache flows feeding into an LLM.

RAG vs CAG: What the Difference Actually Means in Production

A practical, architecture-first comparison of Retrieval-Augmented Generation and Cache-Augmented Generation, with patterns for combining both in production LLM systems.

September 2, 2026 · 10 min · 2068 words · martinuke0
Diagram of a multi‑region vector search topology with synchronized shards.

Architecting Low-Latency Cross-Regional Replication for Vector Search Clusters: Design Patterns and Implementation Strategy

A deep dive into the architecture, patterns, and concrete steps needed to achieve sub‑10 ms cross‑regional vector search replication at scale.

May 30, 2026 · 7 min · 1465 words · martinuke0
Diagram of two data centers linked by a high‑speed replication pipeline.

Architecting Low-Latency Cross-Regional Replication for Vector Search Clusters: Design Patterns and Implementation Strategy

A production‑grade guide that walks engineers through architecture, patterns, and concrete code to achieve low‑latency, cross‑regional replication for vector search workloads.

May 29, 2026 · 7 min · 1332 words · martinuke0
Diagram of a multi‑region vector search topology with arrows showing replication paths.

Architecting Low-Latency Cross-Regional Replication for Vector Search Clusters: A Deep Dive into Distributed Consistency

A production‑focused guide that walks engineers through the architecture, consistency trade‑offs, and real‑world patterns for cross‑regional vector search replication.

May 28, 2026 · 7 min · 1374 words · martinuke0
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