休息室›洞察
解读加密货币、股票和 AI 的核心概念与最新话题
休息室›洞察
解读加密货币、股票和 AI 的核心概念与最新话题

AI safety alarms are neither all hype nor all fact. Using the October 2026 AI worm debate, here is how to separate what experiments showed from what is only a forecast.

Workflows run LLM calls along code paths you define; agents let the model choose tools and steps in a loop. Here is how the trade-offs compare and how to pick, based on Anthropic and OpenAI guidance.

Passing tests do not mean you can fix the code when it breaks. Here is a practical pre-deploy routine for AI-written changes, plus what comprehension-check hooks like Sphinx can and cannot do.

OpenCode warned some Console users that OpenAI, Anthropic and other provider keys saved in their workspaces may have been exposed. Here is how to tell whether you are affected and what to revoke, replace and review.

Leaked Amazon training documents describe Atlas, an in-house AI model that scores warehouses from 100 to 900 for union risk. Here is what the documents say, what Amazon denies, and how UK data protection and trade union law apply.

What DeepSeek V4.1 Flash 1017 is, what the model card actually says, how the benchmarks moved, how to call it through the DeepSeek API or OpenRouter, and what to check before running it yourself.

Several GitHub reports describe the Codex desktop app on macOS writing a crash dump roughly every second while the app looks fine. Here is how to find the folder, measure it, clean it safely and check whether the loop has stopped.

A robot can put the mug on the shelf and still ignore how you asked it to do it. LIBERO-PeRM is a new simulation benchmark that measures exactly that gap. Here is how it works, how it differs from the original LIBERO, and what the first results show.

AI chatbots can organize your debts and compare payoff orders in seconds, but they cannot read your loan agreement or check your real rates. Here is how to prompt them, verify the math and protect your data.