#BehavioralAI
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ducugavril.nafoforum.org
Thread 0 – The Shape of a Troll

#TrollSignal0 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation

April 13, 2025 at 3:03 PM
ducugavril.nafoforum.org
Thread 5 – Detecting Without Profiles

#TrollSignal5 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 4:23 PM
ducugavril.nafoforum.org
Thread 3 – The 7-State Behavioral Engine

#TrollSignal3 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation

April 13, 2025 at 3:44 PM
ducugavril.nafoforum.org
Thread 1 – Why Words Don’t Work Anymore

#TrollSignal1 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 3:23 PM
ducugavril.nafoforum.org
Thread 4 – Learning Like a Troll

#TrollSignal4 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 4:04 PM
ducugavril.nafoforum.org
Thread 9 – Final Recap: Pattern Is the Payload

#TrollSignal9 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 5:34 PM
ducugavril.nafoforum.org
Thread 6 – Generalizing Across Nations

#TrollSignal6 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation

April 13, 2025 at 4:34 PM
ducugavril.nafoforum.org
Thread 7 – Resilience Against AI Mimicry

#TrollSignal7 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 4:44 PM
ducugavril.nafoforum.org
Thread 8 – Platform Implications

#TrollSignal8 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation

April 13, 2025 at 5:04 PM
ducugavril.nafoforum.org
Thread 2 – The Troll Score

#TrollSignal2 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation

April 13, 2025 at 3:33 PM
ducugavril.nafoforum.org
The research:
📄 Exposing Influence Campaigns in the Age of LLMs
Ezzeddine et al. (2023)
🔗 arxiv.org/pdf/2210.0...

This is about trolls, behavior, and the future of digital defense.
#TrollSignal0 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 3:04 PM
ducugavril.nafoforum.org
📖 Based on:
Exposing Influence Campaigns in the Age of LLMs
by Ezzeddine et al. (2023)
🔗 arxiv.org/pdf/2210.0...

#TrollSignal9 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation

April 13, 2025 at 5:35 PM
ducugavril.nafoforum.org
Next: we dive into why LLM mimicry fails to hide these patterns—and how behavioral detection holds strong where content detection collapses.

#TrollSignal6 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 4:35 PM
ducugavril.nafoforum.org
Next: we look at how this model holds up across real campaigns—from Iran, Cuba, and Uganda—without changing the detection core.

#TrollSignal5 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 4:24 PM
ducugavril.nafoforum.org
Next: we break down the Troll Score—how it works, what it measures, and why it’s scarily accurate.

#TrollSignal1 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 3:24 PM
ducugavril.nafoforum.org
Next: we break down the 7-state model that powers this score—and why trolls can’t hide from it.

#TrollSignal2 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 3:34 PM
ducugavril.nafoforum.org
Next: we explore what this means psychologically—why trolls behave like reinforcement learners, and what that reveals about their strategy.

#TrollSignal3 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 3:45 PM
ducugavril.nafoforum.org
Next: we explore why this approach works even without content—and what it means for detecting influence campaigns in low-data environments.

#TrollSignal4 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 4:04 PM
marketingnews.bsky.social
FYI: Youtility raises $4.2M to kill demographic guesswork with behavioral AI #Youtility #BehavioralAI #DecisionScience #SeedFunding #InvestmentNews
Youtility raises $4.2M to kill demographic guesswork with behavioral AI
Youtility Decision Science closed a $4.2M seed round on April 23, 2026, with Fyllo and Silver Falcon Capital to build real-time behavioral AI decisioning APIs.
ppc.land
April 29, 2026 at 4:41 AM
ducugavril.nafoforum.org
Next: what this all means for platforms—and why they’re still not building for behavioral defense.

#TrollSignal7 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 4:45 PM
ppc.land
FYI: Youtility raises $4.2M to kill demographic guesswork with behavioral AI #Youtility #BehavioralAI #DecisionScience #SeedFunding #InvestmentNews
Youtility raises $4.2M to kill demographic guesswork with behavioral AI
Youtility Decision Science closed a $4.2M seed round on April 23, 2026, with Fyllo and Silver Falcon Capital to build real-time behavioral AI decisioning APIs.
ppc.land
April 29, 2026 at 4:39 AM
ppc.land
ICYMI: Youtility raises $4.2M to kill demographic guesswork with behavioral AI #Youtility #BehavioralAI #DecisionScience #SeedFunding #TechInvestments
Youtility raises $4.2M to kill demographic guesswork with behavioral AI
Youtility Decision Science closed a $4.2M seed round on April 23, 2026, with Fyllo and Silver Falcon Capital to build real-time behavioral AI decisioning APIs.
ppc.land
April 27, 2026 at 4:38 AM
marketingnews.bsky.social
ICYMI: Youtility raises $4.2M to kill demographic guesswork with behavioral AI #Youtility #BehavioralAI #DecisionScience #SeedFunding #TechInvestments
Youtility raises $4.2M to kill demographic guesswork with behavioral AI
Youtility Decision Science closed a $4.2M seed round on April 23, 2026, with Fyllo and Silver Falcon Capital to build real-time behavioral AI decisioning APIs.
ppc.land
April 27, 2026 at 4:40 AM
marketingnews.bsky.social
Youtility raises $4.2M to kill demographic guesswork with behavioral AI #Youtility #BehavioralAI #DecisionScience #SeedFunding #Investment
Youtility raises $4.2M to kill demographic guesswork with behavioral AI
Youtility Decision Science closed a $4.2M seed round on April 23, 2026, with Fyllo and Silver Falcon Capital to build real-time behavioral AI decisioning APIs.
ppc.land
April 26, 2026 at 4:38 AM
ducugavril.nafoforum.org
Next: a full recap of the series—what we’ve learned, what we can do, and what the data actually shows.

#TrollSignal8 #InfluenceOps #Trolling #LLMResilience #BehavioralAI #Disinformation
April 13, 2025 at 5:04 PM