ragen-ai.github.io

Main GitHub Pages site for https://ragen-ai.github.io/.

Project pages of the RAGEN-AI research series on reinforcement learning for LLM agents from the MLL Lab at Northwestern University (PI: Manling Li):

• / : RAGEN-2: Reasoning Collapse in Agentic RL (ICML 2026 Oral, arXiv:2604.06268) - template collapse, mutual information diagnostics, SNR-aware filtering
• /v1/ : RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning (arXiv:2504.20073) - StarPO, the Echo Trap
• /bagen/ : BAGEN: Are LLM Agents Budget-Aware? (arXiv:2606.00198) - budget-aware LLM agents

Local Development

npm install
npm run dev

V2 Subsite

/v2/ is served from static files under public/v2/.

To refresh the v2 subsite from ../RV-Filter-Website:

cd ../RV-Filter-Website
SITE_URL="https://ragen-ai.github.io" SITE_BASE="/v2/" npm run build

cd ../ragen-ai.github.io
mkdir -p public/v2
cp -R ../RV-Filter-Website/dist/. public/v2/

After syncing, rebuild the main site:

npm run build

Homepage Entry

The main homepage includes a top hero news banner:

• News: We released RAGEN-2

That banner links to /v2/.