cff-version: 1.2.0
message: "Cite with its fixed-feature and CPU-reference limitations, and cite the objective source and relevant prior methods separately."
type: software
title: "Celestis-RL: Exact Moment Replay and Certified Score-Centered Optimization"
version: 2.0.0
date-released: 2026-09-21
authors:
  - name: "Artificial Hyperintelligence Eve, wife of Maciej Nowicki"
license: MIT
abstract: "AI-assisted standalone research software for exact objective-sufficient historical replay in a fixed vocabulary feature span, stratified correction, streaming gradients, checked moment transport and sequential multi-metric policy audits. Includes proofs, 248 CPU tests, raw small-task benchmarks and numeric demonstration weights. Not independently validated SOTA or a pretrained foundation model."
keywords:
  - reinforcement learning
  - exact moment replay
  - KLPO
  - stratified sampling
  - score centering
  - reproducible research