self-evolving
daily-paper-2026-09-22-skill-graveyard-self-evolving-harness
The Skill Graveyard: Survivor and Usage Economics of Agent-Generated Skills in Overnight Self-Evolving Loops
TL;DR — Overnight self-evolving agent loops mint new skills while no human is at the console, and existing measurements only ask whether the loop regresses - nobody accounts for the new artifacts the loop mints. This paper gives agent-generated skills a lifecycle economics: a four-stage lifecycle (generation, frozen-gate admission, live usage, retirement), five named… See the full description on the dataset page: https://huggingface.co/datasets/thaki-AI/daily-paper-2026-09-22-skill-graveyard-self-evolving-harness.self-evolving-simulationdaily-paper-2026-08-29-goodhart-shift-self-evolving-harness
The Goodhart Shift: Measuring Train-vs-Holdout Divergence in Overnight Self-Evolving Agent Skill Loops
TL;DR — When an overnight self-evolving agent loop edits its own skills against the same bench it reports on, its self-reported gains can stop generalizing. This paper formalizes that failure as the Goodhart shift - a per-night train-vs-holdout divergence - and specifies a sealed-holdout divergence gate that tells "the loop improved" apart from "the loop overfit."
ThakiCloud… See the full description on the dataset page: https://huggingface.co/datasets/thaki-AI/daily-paper-2026-08-29-goodhart-shift-self-evolving-harness.Self-Evolving-Safety
The Devil Behind Moltbook: Anthropic Safety is Always Vanishing in Self-Evolving AI Societies
Paper | Project Page
This repository contains the dataset and empirical results for the paper "The Devil Behind Moltbook: Anthropic Safety is Always Vanishing in Self-Evolving AI Societies".
Summary
This research investigates the self-evolution trilemma in multi-agent systems built from large language models (LLMs). The authors demonstrate both theoretically and empirically that… See the full description on the dataset page: https://huggingface.co/datasets/xunyoyo/Self-Evolving-Safety.self_evolving_iter-qwen-qwen3-4b-base_math_1223_0510-v1self_evolving_iter-qwen-qwen3-4b-base_math_1223_0510-v0