← AI intuition & LLM systems

Learn in public, with reproducible questions

Useful engineering discussions begin with a small reproducer and evidence. Use official project channels linked from these sources.

Serving engines

Before filing an issue, record engine/model versions, hardware, flags, a synthetic reproducer, and expected versus observed behavior.

Kernels and communication

Share a short trace, tensor shapes, dtype, topology, and measurements. Remove private prompts and credentials.

Study groups

Explain one paper diagram and one limitation, then run a small comparison together.