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Panacea Fsrs Guardrails | Skills Pool

Skill File

Panacea Fsrs Guardrails

Use this skill whenever a task touches FSRS, spaced repetition, review scheduling, retrievability, stability, difficulty, implicit metrics, par time, Ghost Grader, or drill review submission in PANaCEa. It protects repo-specific scheduler rules and prevents incorrect four-button FSRS assumptions.

aaronjullger-lgtm0 starsApr 13, 2026

Occupation
Categories: System Administration

Skill Content

Read these first when the task touches scheduler logic:

AGENTS.md
lib/fsrs.ts
lib/implicit-metrics.ts
hooks/useDrillFSRS.ts
lib/services/drillReviewService.ts

Core Rules

Student-facing review is binary: Again / Good
Do not add Hard / Easy UI
Internal enum values still follow FSRS conventions:
- Again = 1
- Hard = 2
- Good = 3
- Easy = 4

Important Domain Invariants

Only real MAIN and DRILL flows should update FSRS
Respect MVRT / rapid-guess filtering before scheduling updates
grade_continuous is 1.0-4.0

Related Skills

Quick Install

Panacea Fsrs Guardrails

npx skillvault add aaronjullger-lgtm/aaronjullger-lgtm-panacea-agents-skills-panacea-fsrs-guardrails-skill-md

Download Skill Open repository

Author: aaronjullger-lgtm
stars: 0
Updated: Apr 13, 2026
Occupation

On this page

retrievability is 0.0-1.0

stability is in days

Par time and behavioral telemetry are part of the rating pipeline, not optional extras

Change Boundaries

Treat rating-logic changes and parameter changes as approval-required
When debugging scheduler behavior, inspect implicit metrics and Ghost Grader inputs before changing FSRS math
Prefer adding tests around pure scheduling logic before touching live submission flows

Common Failure Modes

Accidentally assuming four student-facing rating buttons
Updating FSRS from cram or non-real review flows
Ignoring par-time or telemetry-derived rating adjustments
Changing frontend labels without preserving backend enum expectations

02

Important Domain Invariants

03Change Boundaries

04Common Failure Modes

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