~/talk

MACEDON : Supporting Programmers with Real-Time Multi-Dimensional Code Evaluation and Optimization

Talkat UIST 2025 · 2025-09-28..10-01· [ai-assisted-development, developer-experience]
name:Xuye Liu
links:none on file
name:Yuzhe You
links:none on file
links:none on file
links:none on file
name:Jian Zhao
links:none on file
slides:none on file

MACEDON provides real-time multi-dimensional evaluation of C/C++ code along five metrics—time, space, clarity, redundancy, documentation—using measurements mapped to scores normalized 1–10 derived from the PIE dataset (top 10% = 10). It offers segment-level optimization with clickable edits and auto-generated accompanying changes, plus markdown shareable reports. A controlled study with 24 novices and two real-world case studies shows improved identification of issues, more effective edits, and better understanding of evolving code state.

AI-written summary · about

  1. 0:00Introduction to Macedon
  2. 1:05Challenges in code optimization
  3. 3:31Five evaluation dimensions
  4. 6:00Macedon demo walkthrough
  5. 7:47User study results
  6. 9:34Q&A session
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