A physical KV memory lab with attention heads feeding a smaller cache.
20 min route passattention math to KV memory to serving tradeoff

Reviewer Pilot

Spend 15-25 minutes on one route segment.

Continuous Function is testing a narrow route from attention math to KV-cache memory and serving tradeoffs. The ask is simple: try one prediction, inspect the check, and tell us where the route is strong, weak, misleading, or useful.

Reviewer Task

One pass should produce one concrete improvement.

The route should feel like a research notebook and lab guide, not a broad product tour. A useful review points at a specific claim, equation, demo, local check, or missing prerequisite.

01

Open one route segment

Start at the KV-memory prediction step or another point where attention math becomes a serving tradeoff.

02

Predict before reveal

Commit to which memory quantity changes, then inspect the reveal and the local formula or code check.

03

Leave one artifact

Write the confusion, correction, caveat, reproduction note, teaching note, or next experiment that would improve the route.

Ready Now

Manual review pass

  • KV-memory prediction checkpoint
  • browser demos and local formula checks
  • route artifact template
  • manual follow-up after useful notes

Boundaries

Plain status before broader use

  • reviewer notes are still pending
  • learning outcomes have not been measured yet
  • comparison scores are not reported
  • production guidance is not claimed
  • manual intake only
Useful reviewerscourse staffML systems engineergraduate learnerresearch group lead

Artifact Template

Leave a note that can become a route fix.

Short is fine. The important part is that the note names the route step and the exact issue it found.

Privacy

Share only what you are comfortable sharing.

This pilot does not require sign-in. Raw notes, names, affiliations, or artifacts should stay private unless explicit permission is given. Do not include private model weights, private datasets, confidential system details, or sensitive personal information.