The article analyzes Claude's natural‑language SKILL.md approach, highlights its flexibility and nondeterminism, and explains how adding a declarative skillflow.json graph enforces deterministic execution, auditability, lower token cost, and better consistency for high‑frequency, compliance‑critical tasks.
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.
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.
