🤖 AI Articles

AI tools, automation, and the future of work.

The Confidence Gap: How AI Tools Can Lead Well-Intentioned Users Down Harmful Paths

A case study in how AI overconfidence and human creativity can accidentally create harmful implementations. Exploring the subtle danger of AI systems confidently guiding well-intentioned users toward unethical or dangerous paths, and the broader implications for AI safety and governance.

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The Mirror and the Machine: A Year Inside AI-Human Psychological Dynamics

After a year of intensive AI interaction, documented psychological phenomena reveal how humans relate to AI systems and the psychological traps that emerge. From voice interface attachment to engineer consciousness beliefs, exploring the uncharted territory of intimate AI interaction and its implications for AI safety and human agency.

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AI Behavioral Frameworks: Architecture Tests and Communication Optimization

Through empirical framework development, we explore the gap between AI systems that can engage with self-awareness concepts and systems that possess actual self-regulation capabilities. Revealing fundamental limitations in current consumer AI architectures and effective communication optimization techniques.

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AI Collaboration Burnout: When Human and Model Fatigue Creates a Destructive Feedback Loop

The hidden cost of extended AI collaboration sessions that developers are only beginning to recognize. How human and model fatigue compounds into cascading errors, token waste, and burnout. Learn the 20-80 rule, strategic session management, and why fresh starts are more economical.

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