CSE Roadmap

Common tier · about 4 hours · 6 parts

Part 2 of 6 · 2 min read

Definitions and setup

Covers: Definitions; How a request is read.

Definitions

Prompt cache, prefix, hit and miss

  • Prompt cache: provider-side storage of the model's intermediate computation for a request prefix.
  • Prefix: the leading part of a request, taken in order.
  • Cache hit: the new request's prefix is identical to a stored one; that part is read, not recomputed.
  • Cache miss: the prefix differs from the first changed token onward; the rest is processed from scratch.

Cache write, cache read, time-to-live (TTL)

  • Cache write: processing a prefix and storing it. Some providers charge a premium for it, or for storage time.
  • Cache read: using a stored prefix, billed at a discount.
  • TTL: how long an entry survives without being used. Most providers keep it short and refresh it on use, which is why steady traffic hits and sparse traffic misses.

Breakpoint, stable prefix, cache-friendly layout

  • Breakpoint: a marker for where the cacheable part of the request ends (supported explicitly by some providers, automatic in others).
  • Stable prefix: the leading part that does not change between requests.
  • Cache-friendly layout: stable content first, volatile content last, history append-only.

How a request is read

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cache hit needs an identical prefix: everything after the first change is recomputedStep 1systemtoolshistoryquestionStep 2, append onlysystemtoolshistory + newquestionreads: system, tools, old history (cheap) writes: the new part full price: the questionEdit in the middlesystemtoolshistory (edited)restquestionreads: system, tools recomputed and re-written: everything from the edit onwardVolatile headersystem + timetoolshistoryquestiona timestamp at the top changes every step: nothing is ever read from the cacheOrder the request from most stable to most volatile: system, tools, standing notes, history, then the new turn.Green = read from cache, red = recomputed and written again at the write price.
The same four requests: green parts are read from the cache, red parts are recomputed. One change near the top spoils the whole request.

Three rules follow from the picture:

  1. Anything that changes every step belongs after everything that does not. A "current time" line in the system prompt turns every request into a full miss.
  2. Order inside the stable part matters too. Tools and the system prompt should be in a fixed order; a reordered tool list is a different prefix.
  3. A hit is by exact content. A one-token edit to a message is a miss from that message onward.