China Announces the Launch of the "World Artificial Intelligence Cooperation Organization (WAICO)"

At the World Artificial Intelligence Conference (WAIC) held in Shanghai, President Xi Jinping announced the creation of **AI training slots for 5,000 people** for Global South countries, along with the launch of a new organization, the **"World Artificial Intelligence Cooperation Organization" (WAICO)**. The establishment of cooperation centers with ASEAN, the African Union, BRICS, and others is also planned.

The move is widely seen as China systematically building a parallel AI governance structure outside the Western sphere of influence. With the US-China standoff over AI technology export controls ongoing, China is rushing to solidify its own frameworks for standardization and talent development under the banner of "cooperation."

UK AISI Warning: Open-Weight Models Catching Up to "the Frontier of Four Months Ago"

The UK AI Security Institute (AISI) has published an analysis showing that open-weight models such as **GLM-5.2** and **DeepSeek V4-Pro** are rapidly catching up to the cyber capabilities of closed frontier models. The gap, which stood at 6–10 months in early 2025, has now narrowed to **4–7 months**.

The institute also noted that the safety measures applied to open models are **"barely functional."** This raises a dual concern: defenders are left with a shrinking window to prepare, while safeguards against misuse remain weak.

Trump Administration Moves to Control Access to Frontier AI Models

According to CNBC, the Trump administration has put forward a policy of controlling **access to frontier AI models (primarily the latest models from Anthropic and OpenAI)**. Details remain limited, but a framework is believed to be under consideration — with national security and competition policy in mind — in which the government would have a say over who can use models at which level.

This can be seen as a turning point from the previous administration's stated policy of private-sector leadership, and its impact on the industry is drawing close attention.

"Context Bombing" Stops AI Hacking Agents

One particularly interesting item from WIRED's reporting is a defensive technique known as **"context bombing."** When a malicious AI agent attempts to attack a system, the target side **floods it with a massive amount of context, driving the attacking AI into shutdown**.

The technique, which is essentially an application of prompt injection, is drawing attention as a realistic defense against autonomous attack agents. As battles between AI agents begin to unfold, it stands as an example of a new "shape of defense."

Running Multiple Sessions of Qwen3.5 122b on a Single Mac Studio

On Reddit's r/LocalLLaMA, a developer reported the results of an experiment **handling multiple simultaneous sessions of Qwen3.5 122b on a single Mac Studio (96GB)**. The key was leveraging an **on-disk KV cache**, processing 93.8% of prompt tokens without GPU recomputation — achieving roughly a 16x reduction in prefill computation.

The developer has released their custom engine, "qMLX," and the crux of the design is completely giving up on hot caches in favor of a configuration specialized for SSD-based restoration. The design philosophy — achieving "effectively concurrent" execution serially rather than in parallel on a tightly memory-constrained Mac — should be a useful reference for anyone running local LLMs.

A Linter That Validates AGENTS.md in CI (Qiita)

Now for a tool story originating in Japan. Qiita featured a linter that addresses the problem of **AGENTS.md (as well as CLAUDE.md and llms.txt) "quietly rotting."** The idea is to use CI to detect when agent configuration files handed to tools like Claude Code, Cursor, and Codex point to commands or paths that no longer exist.

Documentation for agents tends to get left behind in maintenance, so the approach of continuous validation via CI is practical. Teams struggling with the same issue should find it worth a look.

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