Daily Research Brief 2026-08-15

📊 Token usage: estimated from retrieval and writing scale.

Covers the latest AI research, open source and industry moves, updated daily.

Editor’s Note

Today’s main thread is unusually clear: agent ‘governance and security’ has gone from nice-to-have to a life-or-death line, while the industry still pays for the ‘control-plane spree’. DeepSeek’s ’everything-is-a-plugin’ harness gained 16k stars in a day, MiniMax open-sourced music generation, and OpenAI gave Mac users Computer History so models remember everything on your computer — control plane and memory becoming the battleground.

1. Latest arXiv Papers

1. Vero: Can AI Agents Build Formally Verified Software Repositories? — https://arxiv.org/abs/2608.13522

2. Governed Persistent Memory: Source-Bound State Semantics and Fail-Closed Release for Long-Horizon Agents (GPM) — https://arxiv.org/abs/2608.12476

3. Mind Viruses: Self-Propagating Ideas in Multi-Agent LLM Systems — https://arxiv.org/abs/2608.10218

4. DarwinX: Evolving Agent Harnesses Through Natural Selection — https://arxiv.org/abs/2608.07545

5. LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers — https://arxiv.org/abs/2608.06867

6. Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models (MDA) — https://arxiv.org/abs/2608.09696

7. OmniScientist: An Omni-Modal Omni-Discipline AI Scientist — https://arxiv.org/abs/2608.13558

8. Intern-S2-Preview: Scientific Agentic Foundation Model — https://arxiv.org/abs/2608.13505