~/talk

The Comfort Trap: Getting Too Used to AI

Talkat SFSCON 2025 · 2025-11-07..11-08· [ai-assisted-development]
links:none on file
slides:none on file

AI creates a comfort trap that stops critical checks and produces concrete harms: a 2024 Financial Times example shows a screen reader describing a sporting event as a restroom misdescription, historical bias reappears (Amazon recruiting) and an automated script by a UK department wrongly flags 200,000 wrongly flagged claims. Practical defenses are human-in-the-loop review, bias audits, and inclusion checkpoints with people with disabilities; recommended tools include XCore, Robot Framework, Fairlearn, SHAP, LIME and Google What‑If for explainability and testing.

AI-written summary · about

  1. 0:00Introduction to AI comfort trap
  2. 1:30Everyday ethics in AI decisions
  3. 2:14Seven wonders of inaccessibility
  4. 4:03Testing in the age of AI
  5. 5:51What AI cannot yet do
  6. 6:33Ethical AI testing framework
  7. 7:58Tools for explainable AI
  8. 9:22Conclusion: AI as a helper
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