Self-Improving LLM Agents at Test-Time
Scanned 9/11/2026
Install to Claude Code
npx -y skills add hiyenwong/ai_collection --skill self-improving-llm-agents-test --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: self-improving-llm-agents-test
description: "Self-Improving LLM Agents at Test-Time"
metadata:
arxiv_id: "2510.00010"
published: "October 2025"
authors: ""
tags: []
---
# Self-Improving LLM Agents at Test-Time
## Overview
This skill is based on the arXiv paper: 2510.00010 - "Self-Improving LLM Agents at Test-Time" (October 2025).
## Key Innovations
*TODO: Extract key innovations from the paper.*
## Methodology
*TODO: Describe the methodology from the paper.*
## Implications
*TODO: Discuss the implications of the work.*
## Pitfalls
*TODO: List potential pitfalls and limitations.*
## Activation Keywords
self-improving-llm-agents-test, self-improving, llm, agents, at, test-time
## Paper Reference
arXiv:2510.00010 - "Self-Improving LLM Agents at Test-Time" (October 2025)
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Ultra-compressed communication mode. Cuts token usage ~75% by speaking like caveman while keeping full technical accuracy. Supports intensity levels: lite, full (default), ultra, wenyan-lite, wenyan-full, wenyan-ultra. Use when user says "caveman mode", "talk like caveman", "use caveman", "less tokens", "be brief", or invokes /caveman. Also auto-triggers when token efficiency is requested.