Easy Win Backlog Closure Tuning

July 29, 2026

Turned easy-win into a conservative, parent-checkbox backlog closure decision.

Tags: Abbey Root

Easy Win Backlog Closure Tuning

Summary

Tuned abbey ai decide easy-win to recommend work that can close an exact pending parent checkbox in one session without generating new backlog work. The decision now reports its backlog arithmetic explicitly and leaves implementation design behind a repository-review gate.

Accomplishments

• Required full parent-checkbox closure and all nested child scope.
• Rejected partial advancement and inherently open-ended work.
• Required zero expected new backlog entries and positive net reduction.
• Preserved literal pending checkboxes in structured output.
• Removed free-form fields that encouraged invented implementation details.
• Capped implementation confidence at 25 percent until repository review.
• Expanded the Abbey AI suite to 107 passing checks.
• Validated the final behavior with the canonical local model.

Lessons Learned

• A prompt can express judgment, but a schema must enforce accounting and safety boundaries.
• “Easy to describe” is not the same as “verified easy to implement.”
• Open-ended backlog wording cannot support a guaranteed one-session closure.

Next Steps

• Review the selected repository area before accepting any future easy-win recommendation as an implementation session.