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Early symbolic AI researchers working with rule-based systems and mainframe computers in the 1960s
23 Jan
Blog

From Symbolic AI to Machine Learning: Why Early AI Failed to Scale

  • January 28, 2026
  • By author-avatar Muhammad Abdullah Khan
  • 1 comment
In the early days of artificial intelligence, many researchers believed they had found the right path. By teaching compu...

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Meeting about ethical AI accountability
23 Jan
Artificial Intelligence, AI Ethics, Article

Inside AI Decision Systems: Where Data Ends and Human Responsibility Begins

  • January 25, 2026
  • By author-avatar Muhammad Abdullah Khan
  • 1 comment
Introduction: Data Enables AI Decisions, but Responsibility Does Not Belong to Data Artificial intelligence systems a...

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Early artificial intelligence researchers working on symbolic AI systems in the 1960s
22 Jan
Blog

Early AI Dreams: What Researchers First Got Wrong About Artificial Intelligence

  • January 23, 2026
  • By author-avatar Muhammad Abdullah Khan
  • 0 comments
Introduction In the early decades of artificial intelligence research, optimism ran high. Many of the first AI resear...

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Presentation on AI decision architecture.
20 Jan
Artificial Intelligence, AI Models, Article

How AI Decisions Are Shaped: Understanding the Hidden Human Layers Behind Intelligent Systems

  • January 30, 2026
  • By author-avatar Muhammad Abdullah Khan
  • 1 comment
Introduction: Why AI Decisions Appear Objective—but Are Not Artificial intelligence systems are often described as ob...

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Group discussing human judgment importance
17 Jan
Artificial Intelligence, AI Future, Article

Why Human Judgment Still Matters in the Age of Artificial Intelligence

  • January 30, 2026
  • By author-avatar Muhammad Abdullah Khan
  • 3 comments
Introduction: Artificial Intelligence in Decision-Making—and Why Judgment Still Matters Artificial intelligence now p...

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Business meeting discussing AI framework.
15 Jan
Artificial Intelligence, AI Ethics, Article

What Artificial Intelligence Can and Cannot Do: A Human-Centered Perspective

  • January 30, 2026
  • By author-avatar Muhammad Abdullah Khan
  • 0 comments
Introduction: Why Artificial Intelligence Is Often Misunderstood—and Why Its Limits Matter Artificial intelligence is...

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Early AI Research and Symbolic Computing
13 Jan
Artificial Intelligence, AI History, Article

History and Evolution of Artificial Intelligence: From Early Ideas to the Modern AI Era

  • January 24, 2026
  • By author-avatar Muhammad Abdullah Khan
  • 2 comments
Introduction: What Artificial Intelligence Is and Why It Matters Today Artificial Intelligence (AI) is no longer a di...

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