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DESCRIPTION:   'Title: Sick Signals: Adversarial Prompt Injection via IoT S
 ensor\n   Telemetry\n   Tags: IoT Village | Creator Talk/Panel\n   When: S
 unday\, Aug 9\, 12:00 - 12:45 PDT\n   Where: LVCCW Level 1 Hall 3 1102 (Cr
 eator Stage 6) - [1]Map\n\n   Description:\n\n   IoT devices that increasi
 ngly feed LLM-powered automated decision\n   systems. Their telemetry stre
 ams are implicitly trusted as ground\n   truth. This talk introduces a nov
 el attack class: adversarial prompt\n   injection delivered through crafte
 d IoT sensor payloads. By encoding\n   malicious instructions inside what 
 appears to be routine device data\,\n   an attacker can manipulate the dow
 nstream LLM pipeline\, suppressing\n   critical operational alerts\, fabri
 cating findings in generated\n   summaries\, or triggering unauthorized ac
 tions in AI systems with\n   actuation capabilities. We present the attack
  surface and a taxonomy\n   of seven injection vectors spanning full stack
  across automotive\,\n   industrial\, and consumer deployments: analog spo
 ofing\, structured\n   free-text field poisoning\, MQTT broker injection\,
  calibration event\n   hijacking\, alarm message hijacking\, time-series f
 ragmentation\, and\n   multi-device coordinated injection. Unlike attacks 
 targeting text\n   interfaces\, this class exploits the implicit trust pla
 ced in sensor\n   telemetry\; payloads hide inside ordinary device data\, 
 bypassing\n   numeric validators and arriving in the LLM context as truste
 d\n   operational input. We discuss early experimental findings on the\n  
  feasibility of this attack class\, along with detection strategies and\n 
   open questions for defenders. Attendees will leave with a concrete\n   a
 ttack surface map\, an expanded vocabulary for this new attack\n   surface
 \, and a new way to think about trust boundaries in AI-augmented\n   syste
 ms.\n\n   Speakers:Vinitha Mathiyazhagan\,Tamil Mathi T.\n\n   SpeakerBio:
   Vinitha Mathiyazhagan\n   No BIO available\n   SpeakerBio:  Tamil Mathi 
 T.\n   No BIO available\n   '\n\n   1. #LVCCW_Level1_Hall3\n\n\n
DTEND:20260809T194500Z
DTSTART:20260809T190000Z
LOCATION:IoT Village - LVCCW Level 1 Hall 3 1102 (Creator Stage 6)
SUMMARY:Sick Signals: Adversarial Prompt Injection via IoT Sensor Telemetry
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