nrml
Compiler and kernel optimizationAnthropic

Routing Kernel: Compile Correct Vector Batches

Repair a vector-program generator, preserve recurrent lane state, and overlap independent instructions on a frozen machine.

The scenario

Repair a vector-program generator, preserve recurrent lane state, and overlap independent instructions on a frozen machine.

A failure to reason about

Use a small compiler and kernel optimization scenario to compare current behavior with the requirement.

Illustrative context for the topic. The exercise’s full requirements arrive in the workspace.

Questions to bring to your review

  • Which caller makes the reported behavior visible?
  • What focused regression would distinguish the current behavior from the requirement?
  • What existing behavior must remain intact after the change?

Skills you will practice

  • Program generation
  • Vector tails
  • Data dependencies
  • Instruction scheduling
  • Performance measurement

Read the existing code, reproduce the reported behavior, review proposed changes, and verify your final implementation. You can use AI assistance while staying responsible for the result.

Prepare with a worked example

See how nrml evaluates an attempt, including the limits of automated evidence.