Failure Taxonomy

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• Conversation PatternsTurn-taking, repair sequences, grounding, and dialogue structure for human-AI interaction.
• Cultural AdaptationAdapts AI responses to fit different cultures, languages, and social norms.
• DiscordSends, manages, and routes Discord messages.
• Domain VoiceTailors AI tone and behavior to a specific professional domain.
• Feedback LoopsImplements user feedback signals and reinforcement.
• Few Shot PatternsCrafting examples that steer AI behavior effectively.
• Heuristic Evaluation AIApplies usability heuristics adapted for AI interfaces.
• Longitudinal MeasurementTracks AI product quality over time, including drift and improvement.