M-ASK: Multi-Agent Search and Knowledge Optimization Framework

January 6, 2026 ยท View on GitHub

This repository contains the source code for the paper "Beyond Monolithic Architectures: A Multi-Agent Search and Knowledge Optimization Framework for Agentic Search".

This implementation is based on the verl library.

Installation

Please use the following commands to set up the environment:

# Install dependencies (vLLM, SGLang, Megatron-Core)
bash ./scripts/install_vllm_sglang_mcore_0.7.sh

# Install M-ASK in editable mode
pip install --no-deps -e .

# Ensure numpy compatibility
pip install "numpy<2.0"

Training

To start the training process, run the following script:

bash run_training.sh