The Priya Turnaround
CIC pass rate climbs from 54% to 71%
What Happened
After the auth incident and sprint debt event, Priya adopted a CIC-first workflow. Her pass rate climbed from 54% to 71% over three weeks as she used lessons from the ledger to avoid known pitfalls. Her improvement inspired similar adoption across the team.
Timeline
Priya adopts CIC-first workflow
Begins running CIC checks before opening PRs.
First clean CIC pass in 3 weeks
Lessons ledger consulted
Priya references auth and sprint debt lessons before billing PR.
Avoided known ghost file pattern
Pass rate milestone
CIC pass rate reaches 71% — up from 54%.
AHS recovered to 78 (Grade C+)
Before / After
CodeLedger Features Activated
Pass rate improved 17 percentage points
Demo: Individual developer improvement is measurable
Lessons from past incidents prevented repeat mistakes
Demo: Institutional memory drives behavior change
Lessons Encoded
1 lesson were added to the Lessons Ledger from this incident.