AI Tutor 7-day plan structure, regeneration, and high-attention exit

DEC-0024 - AI Tutor 7-day plan structure, regeneration, and high-attention exit

Context

After deciding to escalate with AI Tutor plan at 2 consecutive non-recovery cycles, execution details are needed to keep intervention clear and scalable.

Decision

7-day plan structure:

• Daily plan contains:
  • 1 required exercise,
  • 1 optional suggested exercise.

Plan regeneration cadence:

• Regenerate a new 7-day plan only after current 7-day cycle ends and learner is still in high-attention state.
• Do not regenerate daily.

High-attention exit condition:

• Learner exits high-attention after one official recovery confirmation in weekly pulse.

Intervention posture:

• Plan remains guidance-only and non-blocking.

Rationale

One required + one optional item provides clear direction without overload. Weekly-cycle regeneration avoids noisy plan churn. Weekly official recovery as exit condition stays consistent with the verdict cadence and improves trust in status changes.