Qwen-Image

GPT4o’s image generation was a remarkable event, beyond the brief Ghiblification of all social media.GPT-4o offered significantly more steerability than earlier image generation models,, while offering image quality in the ball park of the best diffusion models. Qwen-Image gives a similar level of fidelity and accuracy and is an open-weights model with a pretty decent technical report: QwenLM/Qwen-Image.

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Automation & Managerial Control

There’s a chart making the rounds that caused Tim Lee over at Understanding AI to rewrite his recent (excellent!) article aboutthe impact of AI on jobs. MIT’s Erik Brynjolfsson and colleagues found1 that young workers in AI-exposed jobs2 have seen their employment drop by 13% since ChatGPT arrived. Meanwhile, their older colleagues in the same fields are doing just fine.

  1. Canaries in the Coal Mine? Six Facts about the Recent Employment Effects of Artificial Intelligence — Stanford Digital Economy Lab 

  2. Like programming and accountancy, knowledge work fields that have a large amount of machine interaction 

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Rubrics

Pre-training is about making AI correct, post-training is about making AI helpful1. That helpfulness is (primarily) shaped by reinforcement learning. RL for LLMs really took off with RLHF (RL from Human Feedback), which trained based on the score from a reward model.

  1. Correct in predicting the next token, and helpful, honest and harmless, specifically. 

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The Tools Are Made Up

It has been hard to keep up with the flurry of strong agentic open-source models coming out of Chinese labs recently, including Moonshot’s Kimi K2, Z.ai’s GLM 4.5, and Qwen3-Coder1.

  1. Which seems a very solid model, but they haven’t released a lot of extra details about how they got there. One interesting component of the release though was that they forked Gemini CLI to make a qwen-code tool that works with any OpenAI compatible API, and I had some success locally plugging it into the smaller Qwen3 (non-coder) releases in case you were looking for some offline agentic capabilities! 

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