Skip to content

Coding session review

What’s taking up your coding time?

See how many turns go into explaining context, correcting your AI and verifying results—and where Shifu could help.

Sample report · 12 illustrative turns

“Make the button blue.” Again.

In this example, half the turns supplied context.

  • Context 6
  • Corrections 3
  • Verification 2
  • Building 1
Illustrative workflow comparison; potential benefits depend on relevant captured context.
Without ShifuWith Shifu · potential
“Make the button blue.”Retrieve the captured design rule.
“Use our button component.”Surface the existing component convention.
Review and run checks.Review and run checks.

Example counts, not time spent. Shifu benefits depend on relevant captured context; savings aren’t measured.