Cianplan

Level 5: AI / LLM systems · L5.3 LLM inference serving & GPU capacity

Quantization, speculative decoding, prefix caching

Choose optimizations and know their quality risks.

13 min · Pro

What you take away

  • All three attack the same bottleneck differently: read fewer bytes, spend fewer sequential passes, or skip work already done.

And 3 more inside the class, in Pro.

How the class is laid out

  1. The problem
  2. Three ways round the same wall
  3. Choosing, and the honest caveat
  4. Check your understanding