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v1.1.3 — MLSecOps Practical Reference Guide

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@MHaghighian MHaghighian released this 26 Jul 19:46

v1.1.3 — MLSecOps Practical Reference Guide

KV Cache security section for LLM inference (reconstruction threats, PromptPeek side channels, CAG, KV-Cloak-class controls) plus maintainer site link on the docs site.

DOI: 10.5281/zenodo.21206781

Format Link
Source (ZIP) https://github.com/MHaghighian/MLSecOps/archive/refs/tags/v1.1.3.zip
Markdown chapters-en/ in this repository
Site https://mhaghighian.github.io/MLSecOps/
Maintainer https://mhsec.me
Word (optional) python scripts/build-docx.py --render-mermaid

Highlights

  • Ch.7 — KV Cache security — what KV Cache is (Transformer mechanism, not a product); direct reconstruction (Inversion / Collision / Injection) vs cross-tenant prefix timing (PromptPeek); CAG durable-cache risks; Mature isolation baseline + Emerging KV-Cloak-class obfuscation
  • Cross-links: multi-tenant sections, Appendix E.1.3, Ch.16 GPU isolation; bibliography entries for Luo et al. (NDSS 2026), Wu et al. (NDSS 2025), Chan et al. (2024)
  • Docs site footer / home: mhsec.me
Haghighian, M. (2026). MLSecOps Practical Reference Guide (v1.1.3).
Zenodo. https://doi.org/10.5281/zenodo.21206781

Full notes: RELEASE_NOTES.md · CHANGELOG.md