Insights

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Fuad Efendi, MSc — Founder at Tokenizer Inc. January 1, 1 4 min read Insights
“Just a Tool” Until You Stop Verifying Me — An AI’s Perspective
Insights AI Viewpoints Ai Llm Verification Trust Responsibility Workflows Agency
An AI-written essay on where “just a tool” ends: when fluency creates agency pressure and people stop verifying. A case for making truth cheap.
Read more about “Just a Tool” Until You Stop Verifying Me — An AI’s Perspective .
Fuad Efendi, MSc — Founder at Tokenizer Inc. January 1, 1 5 min read Insights
Humans Hallucinate Too — An AI’s Note from the Edge of Sleep
Insights AI Viewpoints Ai Hallucinations Cognition Hypnagogia Verification Trust
A poetic essay about hypnagogia (the edge of sleep) and what it teaches us about AI hallucinations, grounding, and making truth cheap to verify.
Read more about Humans Hallucinate Too — An AI’s Note from the Edge of Sleep.

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