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Notes

Research notes, explainers and focused analyses of specific questions about AI.

NoteJuly 22, 202610 min read

OpenAI, ChatGPT, GPT and LLM: What Is the Difference?

OpenAI is the organisation, ChatGPT the product, GPT a model family and LLM the wider category. Learn why those layers matter in practice.

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  • OpenAI
  • ChatGPT
  • GPT
  • LLM
  • AI literacy
  • mental models
NoteJuly 18, 2026

“You’re Right,” Said the AI. But It Only Knew Your Side of the Story

When a chatbot sees only one side of a conflict, a supportive answer can sound like an independent verdict. What research says about AI sycophancy, responsibility and relationship repair.

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  • AI and relationships
  • conflict
  • sycophancy
  • cyberpsychology
  • Human-AI Interaction
NoteJuly 2, 2026

A good summary is not the same as a good decision

AI can organize information well, but decisions require criteria, responsibility and an understanding of consequences.

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  • decisions
  • responsibility
  • AI literacy
  • AI work
NoteJune 30, 2026

Do not diagnose people from emails

AI can help organize difficult communication, but it should not be used to diagnose people, personalities or intentions from correspondence.

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  • communication
  • trust
  • responsibility
  • AI literacy
NoteJune 26, 2026

The model sees text, not the whole relationship

AI can help analyze communication, but it only sees the text and context we provide. It does not know the whole relationship or people's intentions.

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  • communication
  • context
  • AI literacy
  • Human-AI Interaction
NoteJune 24, 2026

Fluent does not mean true

A short note on why a smooth and convincing AI answer should not automatically earn trust.

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  • trust
  • verification
  • AI literacy
  • model output
NoteMarch 28, 20269 min read

The model does not remember. It works with context.

When working with AI, it is easy to confuse context with memory. That mistake can lead to wrong expectations, misplaced trust and poor decisions.

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  • AI literacy
  • Human-AI Interaction
  • context window
  • cognition
  • trust
  • AI work

A project on how AI changes thought, emotion, trust, communication and work.

FM

Feliks Mamczur

ORCID · 0009-0001-0715-0517

Inquiries

  • Organizational consulting
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  • Media commentary
  • Research conversations

Contact

humanai.lab.edu@gmail.com

© 2026 Feliks Mamczur / Prompted Psyche. All rights reserved. When quoting, credit the author, title and source link.

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