How mlc-ai/agentic-gpu-programming-for-mlsys works
This repository is a static technical book, not the GPU harness or kernel runtime it describes. Its principal reader journey is from the book’s chapter index through concepts, the concrete TIRx system, and worked optimization examples. The map reflects the README’s stated parts and capabilities; source excerpts are limited, so connections between individual chapters are shown only where the README or tree supports them.
Main entry points: index.md Chapter index · diagrams Book diagrams · overview.md System overview · analysis.md Compiler analysis
Components 17
Book entry
- Chapter index
index.md - Book diagrams
_static/diagrams
Core concepts
- System overview
chapters/overview.md - Compiler analysis
chapters/analysis.md - Kernel knowledge
chapters/knowledge.md - Benchmarking
chapters/benchmarking.md - Agent workflows
chapters/agent-workflows.md
TIRx system
- TIRx Harness
chapters/harness.md - Compiler foundation
chapters/tirx-compiler-foundation.md - KCoral
chapters/kcoral.md
Worked practice
- Running workflows
chapters/running-agent-workflows.md - Benchmark server
chapters/benchmark-server-deepdive.md - Review and improvement
chapters/self-improvement.md - Advanced tips
chapters/advanced-tips.md - Compiler analysis deep dive
chapters/compiler-analysis-deepdive.md - Synchronization traces
traces/chapter-3
Other components
- Engineer reader
Connections 16
- Engineer reader → Chapter index: opens
- Chapter index → System overview: orders chapters
- Chapter index → Compiler analysis: orders chapters
- Chapter index → Kernel knowledge: orders chapters
- Chapter index → Benchmarking: orders chapters
- Chapter index → Agent workflows: orders chapters
- Chapter index → TIRx Harness: orders chapters
- Chapter index → Compiler foundation: orders chapters
- Chapter index → KCoral: orders chapters
- Engineer reader → Running workflows: reads
- Engineer reader → Benchmark server: reads
- Engineer reader → Review and improvement: reads
- Engineer reader → Advanced tips: reads
- Engineer reader → Compiler analysis deep dive: reads
- Engineer reader → Synchronization traces: inspects examples
- Engineer reader → Book diagrams: views