LaMer: [ICLR 2026] Meta-RL Induces Exploration in Language Agents

by mlbio-epfl · Agent Tool · ★ 52

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 60/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

iclr2026large-language-modelsllm-agentreinforcement-learning

Quick Facts

Stars52
Forks8
LanguagePython
CategoryAgent Tool
Quality Score60/100
Last Updated2026-02-01
Created2025-12-19
Platformspython
Est. Tokens~141k

About LaMer

Meta-RL Induces Exploration in Language Agents Yulun Jiang, Liangze Jiang, Damien Teney, Michael Moor, Maria Brbić This repo contains the source code of 🌊LaMer, a Meta-RL framework of training LLM agents to actively explore and adapt to the environment at test time (ICLR '26). Training To train the LLM Agent with LaMer: To train the LLM Agent with RL baselines: See the folder for more examples.

Compatible Skills

These tools work well together with LaMer for enhanced workflows:

  • MetaClaw — semantic(0.22)+complementary+rare_topics+same_lang+similar_pop+shared_platform (57%)
  • SimplerLLM — semantic(0.27)+complementary+same_lang+similar_pop+shared_platform (54%)
  • LLM-Tools — semantic(0.24)+complementary+same_lang+similar_pop+shared_platform (53%)
  • app-controller — semantic(0.23)+complementary+same_lang+similar_pop+shared_platform (53%)
  • mxcp — semantic(0.20)+complementary+same_lang+similar_pop+shared_platform (52%)

LaMer alternative? Top 6 similar tools

Looking for a LaMer alternative? If you're comparing LaMer with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • Awesome-Graphs-Meet-Agents by YuanchenBei · ⭐ 211

    [Up-to-date] A curated list of resources on graph-empowered agents and agent-facilitated graph learning (Graph

  • llm-rl-environments-lil-course by anakin87 · ⭐ 235

    🌱 A little course on Reinforcement Learning Environments for evaluating and training Language Models

  • AutoGEO by cxcscmu · ⭐ 224

    [ICLR'26] AutoGEO: a Generative Engine Optimization framework to automatically learn generative engine prefere

  • Awesome-LLM-Papers-Comprehensive-Topics by shure-dev · ⭐ 223

    Awesome LLM Papers and repos on very comprehensive topics.

  • promptdesk by promptdesk · ⭐ 99

    Promptdesk is a tool designed for effectively creating, organizing, and evaluating prompts and large language

  • ToolEmu by ryoungj · ⭐ 223

    [ICLR'24 Spotlight] A language model (LM)-based emulation framework for identifying the risks of LM agents wit

More Agent Tool Tools

Explore other popular agent tool tools:

View all Agent Tool tools →

Popular Python Agent Tools

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse Agent Tool tools