May 8, 2026 · Artificial Intelligence

Is Non-Vector RAG the Next Generation of Retrieval‑Augmented Generation?

The article analyses the relevance and accuracy shortcomings of traditional vector‑based RAG, explains how non‑vector approaches like PageIndex let LLMs navigate document trees for relevance classification and auditability, and evaluates their complexity, latency, metadata risks, and suitable use cases compared with hybrid retrieval.

Hybrid RetrievalLLMRAG

0 likes · 8 min read

Is Non-Vector RAG the Next Generation of Retrieval‑Augmented Generation?

Woodpecker Software Testing

Jan 5, 2026 · Information Security

Deep Dive into the Five Core Security Attributes for Robust Testing

This article analyses the five fundamental security attributes—confidentiality, integrity, non‑repudiation, auditability and authenticity—detailing their definitions, testing goals, key techniques, a comprehensive banking transfer case study, discovered vulnerabilities, remediation measures, metrics and best‑practice recommendations for continuous security testing.

auditabilityauthenticationconfidentiality

0 likes · 16 min read

Deep Dive into the Five Core Security Attributes for Robust Testing