Build a fine-tuned model that evaluates app interactions for humaneness in real-time—think of it as a "humane tech monitor" that developers can integrate directly into their applications.
The Vision: Instead of evaluating humaneness only through post-hoc benchmarks, what if we could assess interactions as they happen? This model would analyze user-app interactions in real-time and provide feedback on how well the experience aligns with humane tech principles.
Technical Approach:
- Use the same dataset structure we're developing for our benchmark
- Fine-tune a lightweight model that can run with minimal latency
- Design the model to evaluate interactions across dimensions like respect for attention, support for autonomy, emotional impact, and connection quality
Potential Applications:
- Developer tooling that flags problematic patterns during testing
- Live dashboards showing humaneness metrics
- A/B testing frameworks that measure human flourishing, not just engagement
- Real-time guardrails that suggest alternative interaction patterns
What You'll Build:
- Model architecture and training approach
- Sample integration showing real-time evaluation
- Documentation on how developers would implement this
- Discussion of privacy and performance considerations
This track bridges benchmark development with practical deployment—taking our evaluation criteria from the lab into production environments.
Build a fine-tuned model that evaluates app interactions for humaneness in real-time—think of it as a "humane tech monitor" that developers can integrate directly into their applications.
The Vision: Instead of evaluating humaneness only through post-hoc benchmarks, what if we could assess interactions as they happen? This model would analyze user-app interactions in real-time and provide feedback on how well the experience aligns with humane tech principles.
Technical Approach:
Potential Applications:
What You'll Build:
This track bridges benchmark development with practical deployment—taking our evaluation criteria from the lab into production environments.