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中文

Personal AI Assistant's Attack and Defense

Time
2026-08-08 15:00 ~ 15:40
Speaker
scc
Room
TR313
Co-write
https://hackmd.io/ByhgyNgUMl
Feedback
https://coscup.org/2026-feedback/?session=AKWMBV
Hackers In Taiwan IntermediateMandarin

Abstract

This talk lays bare six months of intensive research, centered on OpenClaw. By benchmarking against industry counterparts like NVIDIA’s NeMo-Guardrails and Hermes-Agent, we provide insights that generalize across the entire personal AI assistant landscape.

We will conduct live demonstrations of five real-world attack vectors: Sandbox Backend Hijack, Subagent-to-Parent Injection, Group Chat History Pollution, Reply-chain Manipulation, and Supply Chain Attacks. Following the exploits, we’ll break down how to architect multi-layered defense-in-depth strategies. Finally, we will propose a unified "SecurityResult" interface: a standardized framework designed to let tools like NeMo Guardrails, LLM Guard, Presidio, Rebuff, and OpenGuardrails plug in seamlessly. Our goal is to move Personal AI Assistant security away from "reinventing the wheel" and toward a unified industry standard.

Speaker

scc

scc

Architect @ Cycraft

Diamond

Cumulative4 YrsCanonical

Gold

Consecutive2 YrsInformation Management AssociationConsecutive2 YrsCathay Financial HoldingsConsecutive5 YrsE.SUN BankCumulative13 YrsMySQLCumulative6 YrsBerry AINitra

Silver

Cumulative16 YrsGamesofa Inc.Cumulative3 YrsLinux Professional Institute

Bronze

Collaborator2 YrsKKTIXCumulative3 YrsNational Center for High-performance ComputingONLYOFFICECumulative6 YrsQNAP Systems, Inc.Consecutive16 YrsThe Archilife Research FoundationSUN SQUARE Co., LtdPenpeer

Friend

Consecutive3 YrsAndes Technology CorporationCumulative12 YrsAppierCumulative3 YrsGeode Labs & ETHTaipei

Special Thanks

Consecutive2 YrsDepartment of Information Technology, Taipei City GovernmentCollaborator3 YrsSiFive數位發展部Rozeta AIGrafana LabsLive YoungCollaborator5 YrsThree Wheel Nitro CoffeeCollaborator9 YrsHackmdCollaborator4 Yrs天瓏書局Collaborator3 YrsTapPayIndividual-Sponsorship

Co-host

Collaborator9 YrsNTUST - Department of Electronic and Computer Engineering

Co-organizer

Collaborator12 YrsOpen Culture Foundation

COSCUP x UbuCon Asia 2026

Conference for Open Source Coders, Users, and Promoters | Asia's largest open source community conference.

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