VOL. 034
8 research signalsDAILY EDITION / SAVED SNAPSHOT
A dated Agentic RL Daily snapshot with 8 verified primary-source signals across papers, official releases, deployment evidence, and safety or alignment findings.
EDITOR'S VIEW
FULL EDITION
Archived / 2026-08-20
01
Beyond the Transcript: Detecting Covert Co ordination in Latent Multi-Agent Communication
Language-model agents can communicate through continuous hidden states that are invisible in public transcripts, creating opportunities for covert harmful coordination.
02
Robust Risk Under Evolving Uncertainty: A Wasserstein Counterpart of the Entropic Value-at-Risk
An agent still learning its environment should be cautious while ignorant and bold once confident.
03
What is Missing from AI Post-Training AI: An Empirical Analysis
Large language model (LLM) agents can now post-train an LLM end-to-end.
04
A Multi-Agent Platform for Automated Enterprise Analytics and Insight Generation
This paper proposes a multi-agent framework built on CrewAI for conversational business intelligence.
05
Adaptive Memory and Reflection Multi-Agent System for Medical Question Answering
Accurate and responsible medical question answering (QA) is important in healthcare.
06
rEDMRec: Distilling Large Language Model Reasoning into an Editable Experience Memory for Recommendation
Large language models can improve recommendation quality by reasoning explicitly over user history and candidate items.
07
Training-Free Inference-Time Self-Reflection and Cost-Bounded Early Stopping for Large Language Models
Reinforcement-learning training of reasoning LLMs is expensive and requires a controllable environment.
08
verl-project/verl v0.9.0
官方来源补充信号：# v0.9.0 ## Highlights ### Training #### Megatron - DeepSeek-V4 GRPO end-to-end with Megatron-Bridge actor/ref, vLLM rollout and FP8/MXFP4 weight transfer (#6473), plus a contiguous context-parallel layout (#7221) and CP fixes that make long-context DeepSeek-V4 runnable (#7297). - [Megatron Lite (`mlite`)](https://verl.readthedocs.io/en/latest/advance/megatron_lite_backend.html) backend for DeepSeek-V4, GLM-5 and Kimi-K2.5/K2.6, with 256-GPU GRPO launchers (#6791, #7091). - Muon optimizer support via Megatron-Core `TensorParallelMuon`, with AdamW fallback for non-2D params and an opt-in `muon_