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Influence Tactics Analysis Results

23
Influence Tactics Score
out of 100
50% confidence
Low manipulation indicators. Content appears relatively balanced.
Optimized for English content.
Analyzed Content
X (Twitter)

fofr on X

I'm paraphrasing @goodside here, but I loved his framing of system instruction iteration: "Your system instruction ends up being a log of all the ways the model has disappointed you."

Posted by fofr
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Perspectives

Both teams agree that the excerpt is a brief, personal endorsement with a clear attribution and no persuasive or emotive tactics. The Blue Team provides a stronger evidential case for authenticity, while the Red Team’s low confidence reflects minimal signs of manipulation. Overall, the content appears low‑risk for manipulation.

Key Points

  • The comment consists of a personal appreciation and a verbatim quote, lacking fear appeals, urgency, or calls to action.
  • Clear attribution to @goodside is present, which reduces the likelihood of hidden authority or bandwagon cues.
  • Both analyses note the absence of selective framing, data manipulation, or emotional triggers, supporting a low manipulation rating.
  • The Red Team’s confidence (15%) is far lower than the Blue Team’s (88%), indicating that the evidence for manipulation is weak.

Further Investigation

  • Examine the broader conversation thread to ensure the comment isn’t part of a coordinated narrative or echo chamber.
  • Check the posting history of the author for patterns of repeated endorsement or subtle persuasion in other comments.
  • Verify the identity and credibility of @goodside to rule out any hidden authority effects that might not be obvious from the excerpt alone.

Analysis Factors

Confidence
False Dilemmas 1/5
Low presence of false dilemmas.
Us vs. Them Dynamic 1/5
Low presence of tribal division.
Simplistic Narratives 2/5
Low presence of simplistic narratives.
Timing Coincidence 3/5
Moderate presence of timing patterns.
Historical Parallels 3/5
Moderate presence of historical patterns.
Financial/Political Gain 3/5
Moderate presence of beneficiary indicators.
Bandwagon Effect 1/5
Low presence of bandwagon effects.
Rapid Behavior Shifts 3/5
Moderate presence of behavior shift indicators.
Phrase Repetition 3/5
Moderate presence of uniform messaging.
Logical Fallacies 2/5
Low presence of logical fallacies.
Authority Overload 1/5
Low presence of authority claims.
Cherry-Picked Data 1/5
Low presence of data selection.
Framing Techniques 3/5
Moderate presence of framing techniques.
Suppression of Dissent 1/5
Low presence of dissent suppression.
Context Omission 3/5
Moderate presence of missing information.
Novelty Overuse 1/5
Low presence of novelty claims.
Emotional Repetition 1/5
Low presence of emotional repetition.
Manufactured Outrage 1/5
Low presence of manufactured outrage.
Urgent Action Demands 1/5
Low presence of urgency demands.
Emotional Triggers 1/5
Low presence of emotional triggers.

Identified Techniques

Reductio ad hitlerum Name Calling, Labeling Doubt Flag-Waving Slogans

What to Watch For

Consider why this is being shared now. What events might it be trying to influence?
This messaging appears coordinated. Look for independent sources with different framing.
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