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Related Experiment Video

Updated: May 2, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
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Milestones in software engineering and knowledge engineering history: a comparative review.

Isabel M del Águila1, José Palma2, Samuel Túnez1

  • 1Department of Informatics, University of Almería, Spain.

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Summary

This review traces the parallel yet distinct histories of software engineering and knowledge engineering. Understanding their shared patterns and milestones can prevent repeating past mistakes and foster mutual evolution.

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Area of Science:

  • Computer Science
  • Artificial Intelligence

Background:

  • Software engineering and knowledge engineering have evolved in parallel, sharing similar developmental patterns despite divergent paths.
  • Historical analysis is crucial for understanding the current state of engineering disciplines and leveraging past successes.

Observation:

  • Both disciplines exhibit parallel and divergent evolutionary trajectories.
  • Key milestones mark points of convergence and divergence in software development methodologies.
  • The timing of these milestones differs between software and knowledge engineering.

Findings:

  • A review of historical evolution reveals shared patterns in software and knowledge engineering.
  • Milestones of convergence and divergence in methodologies were identified.
  • Lessons from one discipline's evolution can inform the other's progress.

Implications:

  • Understanding the historical interplay between software and knowledge engineering offers valuable insights.
  • Identifying shared evolutionary patterns can guide future development in both fields.
  • Cross-disciplinary learning from historical milestones can accelerate innovation and prevent the repetition of errors.