Multi-Turn Dialogue | Xinjie Shen

Distributed Hidden Malice: Attacks and Defenses

Wed, 19 Aug 2026 20:00:00 +0800

The talk connects two sides of multi-turn agent safety: searching for harmful capability assembled from locally benign exchanges, and intervening at the earliest turn where that capability becomes actionable.

It covers The Trojan Knowledge, CKA-Agent, and TurnGate.

One Turn Too Late: Response-Aware Defense Against Hidden Malicious Intent in Multi-Turn Dialogue

Thu, 07 May 2026 00:00:00 +0000

Hidden malicious intent can be distributed across individually benign-looking turns. TurnGate uses response-aware, turn-level supervision to identify when the conversation crosses the harm-enabling boundary.