Architectural Optimization Report for SCU5.0: Security, Concurrency, and Cognitive Architecture Evolution with Short/Mid/Long-Term Recommendations

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Authors: Ruoshui Xiaoxiang
Cited by: 8

Abstract

This report documents the architectural optimizations applied during the SCU4-to-SCU5.0 transition and provides a tiered roadmap for future evolution. Completed improvements span three dimensions: security architecture (unified path validation, SSRF interception, comprehensive CUF audit coverage, and information leakage prevention), concurrency architecture (asyncio.to_thread isolation, atomic JSON persistence, and startup flow hardening), and cognitive architecture (Yin-Yang pair thinking trigger repair via regex pre-matching, L2 semantic memory persistence). Short-term recommendations include a FastAPI path-validation middleware and a require_cuf_audit decorator. Mid-term recommendations propose replacing the truncated hash chain with a Merkle tree, migrating intent routing to a configuration-driven model, and implementing vector-based L2 semantic memory using FAISS and SBERT. Long-term recommendations envision complete sync-async isolation, automated D-layer integrity hash maintenance, and expanded Yin-Yang pair thinking with multi-platform dual-signature support. The report introduces a five-dimensional architecture health evaluation framework demonstrating improvement from 6.8 (SCU4) to 8.9 (SCU5.0).

Fields of Study & Subjects

Security and Verification in Computing Advanced Data Storage Technologies Software System Performance and Reliability

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
14 August 2026