Learning Self-Orchestration in Decentralized Agent Swarms
Paper โข 2610.22322 โข Published โข 11
How to use Xkev/deepresearch_society with Transformers:
# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("Xkev/deepresearch_society", device_map="auto")Paper: Learning Self-Orchestration in Decentralized Agent Swarms
Code: https://github.com/Embodied-Minds-Lab/MPT
For the single-agent counterpart, see Xkev/deepresearch_single.
google/gemma-4-E2B-itlr=1e-6, lr_warmup_ratio=0, constant scheduleResearch on multi-agent post-training and deep research agents. Not intended for general dialog or production.
Apache-2.0.