Author: sunway513 (peng.sun@amd.com), with AI agent (Claude Opus 4.7, 1M context) Date: 2026-05-02 Subject: Same problem (DeepSeek-V4 CUDAGraph capture port onto Lingpeng's PR#650 base in ATOM/ROCm), two solvers (~38 h AI session vs ~12 h human-expert focused work), what we learned about each.
Peng sunway513
sunway513
/ ai_vs_human_report.md
Created
May 2, 2026 19:48
AI agent vs human expert capability study: 38h AI saga vs 12h Lingpeng on same V4 cudagraph problem (DeepSeek-V4 CUDAGraph capture port onto ATOM PR#650)
sunway513
/ Dockerfile.roctracer-fix
Created
April 11, 2026 03:02
Dockerfile + rebuild script for pytorch rocprofiler-sdk kineto regression fix (ROCm/AI-Frameworks-Dashboard#73)
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| # syntax=docker/dockerfile:1.6 | |
| # | |
| # Dockerfile.roctracer-fix | |
| # | |
| # Rebuild pytorch in a ROCm/vLLM preview image with kineto reverted to the | |
| # pre-rocprofiler-sdk commit, restoring healthy torch.profiler behavior under | |
| # HIP graph replay. | |
| # | |
| # Restores GPU occupancy 73% -> 97%, hipGraphLaunch 324us -> ~50us under | |
| # torch.profiler. See ROCm/AI-Frameworks-Dashboard#73 for context. |