ProCreations/repro-simplemem-efficient-lifelong-memory-for-llm-agents

Independent reproduction

Independent reproduction of Optimal Unconstrained Self-Distillation in Ridge Regression (OpenReview MdHcU4C4Rm). Exact risk cells, one-shot consistency runs, controls, the paired native four-dataset Table 2 replay, source/input pins, and SHA-256 manifests are included. Claim 6 is independently verified 4/4 under the paper protocols; the released Communities 5/95 versus paper 20/80 mismatch is reported literally. EVIDENCE_MATRIX.json and validate_evidence.py provide six strict direct/scale/independence/destructive-control rows; the central ICML quality gate records 12/12 conservative points.