Orchestrate FSRS v6 spaced repetition scheduling from behavioral signals.
npx skills add https://github.com/aaronjullger-lgtm/PANaCEa --skill fsrs-pipeline
Please help me install this Agent Skill. Skill: fsrs-pipeline Source: https://github.com/aaronjullger-lgtm/PANaCEa/tree/main/.claude/skills/fsrs-pipeline Command: npx skills add https://github.com/aaronjullger-lgtm/PANaCEa --skill fsrs-pipeline
The FSRS v6 pipeline provides machine-driven, implicit-rated spaced repetition scheduling to replace manual rating inputs, enabling consistent review timing and improved retention across large question sets.
Integrate this pipeline into the drill submission flow to start deriving confidence scores from behavior and scheduling subsequent reviews.
High-intent search queries and answers about installing and using this skill.
The FSRS v6 pipeline automates spaced repetition scheduling by deriving implicit ratings and confidence from behavioral signals, replacing manual rating inputs to ensure consistent review timing and retention.
Telemetry drives spaced repetition by using behavioral signals, circadian context, and confidence scoring to calculate stability multipliers and schedule subsequent reviews automatically.
Yes, FSRS v6 supports real-time review scheduling across QuestionAttempt, ReviewLog, and UserProgress data, making it suitable for large-scale question banks and adaptive study sessions.
The best way to automate review timing without manual ratings is using an adaptive pipeline that applies Bayesian accumulation and telemetry to derive implicit confidence and schedule reviews.
Yes, a calibration service is required alongside Bayesian accumulation to maintain per-user calibration data, ensuring accurate confidence scoring and normalized rating outputs.
Avoid machine-driven implicit ratings when behavioral telemetry or per-user calibration data is unavailable, as the FSRS pipeline relies on these signals to derive confidence and schedule reviews.
ShubhamManachekarIngest aviation and maritime telemetry data into a unified AviationTrack schema.
jrhueiuengRun adaptive N-question law study sessions with performance scoring and study plan updates.
aaronjullger-lgtmWire PANaCEa drills and sessions into the FSRS pipeline with useDrillFSRS.
aaronjullger-lgtmEnforce binary ratings and guardrails for PANaCEa's FSRS scheduler.
