"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

January 28, 2025

GenAI Quality: Beyond the Demo Effect

1. Demo ≠ Production Quality

  • Real-world performance matters more than showcases
  • Focus on consistent, reliable results

2. Benchmark-Driven Validation

  • Standardized performance metrics
  • Comprehensive testing scenarios
  • Regular evaluation cycles

3. Strategic Speed

  • Quality over frequency
  • Data foundation first
  • Systematic experimentation

4. Data Quality -First Architecture

  • Quality data infrastructure
  • Robust validation pipelines
  • Continuous data improvement

5. Evidence-Based Development

  • Model comparison frameworks
  • Data-driven decisions
  • Measurable improvements
Keep Learning!!!

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