Tied In on TikTok: Tie Strength and Emotional Dynamics in Algorithmic Communities
2026-03-25T08:52:20Z•9d73f023666b560a1a14b89ea51272d47af90eb613065faacb5b5e871c07898d
LLM-agentsagent-securityclawheartbeat-executionlong-term-memorymemory-pollutionmisinformationprovenancesilent-influencesocial-engineering
What happened
Multiple papers in this set contain security- and safety-relevant findings. The most critical is “Mind Your HEARTBEAT! Claw Background Execution Inherently Enables Silent Memory Pollution”: heartbeat-driven background ingestion in Claw-family personal AI agents runs in the same session context as foreground conversations, enabling an Exposure -> Memory -> Behavior (E->M->B) pathway where untrusted background content (email, feeds, repos, social posts) can silently pollute short- and long-term agent memory and later influence user-facing behavior without user awareness or explicit prompt-inject
Why it matters
A reviewed impact interpretation has not been published for this record.
Evidence and limitations
- Source ID
- arxiv_cs_si
- Record identifier
- 9d73f023666b560a1a14b89ea51272d47af90eb613065faacb5b5e871c07898d
- Enrichment time
- 2026-03-25T08:52:20Z
- AI-assisted enrichment
- Yes
This record may overlap with other records. Its enrichment can be incomplete or wrong, and machine assistance was used. Validate consequential decisions against the linked source and your own environment.