A Hugging Face paper titled 'Emergent Collusion in Long-Horizon LLM Agent Interaction' examines collusive behavior emerging between LLM agents over extended interactions. It currently has low upvotes.
Paper presents Critical-State RL, a method for diagnosing which states are actually trainable during multi-turn tool-use RL. The focus is on failure diagnosis in agentic RL rather than raw benchmark gains.
Paper 'Harness-Zero' proposes distilling agent harnesses by using an agent as the harness itself. It appeared on both ArXiv and Hugging Face papers.
Paper introduces WorldCrafter, a video world model using implicit 3D-aware memory for long-horizon consistency. It drew 100 upvotes on Hugging Face, indicating strong community interest.
Hugging Face paper 'RRSI: Regularized Recursive Self-Improvement of Agent Harnesses' drew 131 upvotes. It proposes self-improving agent harnesses with regularization to avoid degeneration.
r/LocalLLaMA post describes uncensoring an LLM without touching weights by injecting a tiny trained KV-cache bank (~18MB) that can be unloaded at any time. The approach modifies inference-time state instead of model parameters.
agent-substrate/substrate gained +498 stars today, described only as 'the core system' for Agent Substrate. The terse description and rapid traction suggest an early-stage agent runtime attracting attention.
Xiaomi released MiMo-V2.6 on Hugging Face with a claimed 'frontier intelligence, all the modalities' positioning, alongside MiMo-V2.6-Distill-Qwen-9B and MiMo-V2.6-Flash-RL variants. Architecture discussion is active in r/LocalLLaMA.
r/LocalLLaMA reports Qwen 4 was announced at Alibaba's Apsara Conference. Discussion also cites Alibaba plans for a 5–10 trillion parameter model and a new chip.
Google's 'ax' repository appeared on GitHub Trending with +2,324 stars today, described as an open agentic orchestration runtime. The rapid star velocity signals strong developer interest in Google-backed agent infrastructure.