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Learning on the Shop floor

Simon Willison 3 信息等级 3 1 噪音/剔除;2 较弱;3 普通事实;4 重要行业动态;5 极重大事件。该分数是信息显著性,不是投资建议。 发布:2026-05-11T15:46 抓取:2026-05-11 16:14
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摘要

Shopify CEO Tobias Lütke介绍了内部编码代理工具River,它在Slack公共频道上运行,所有对话可搜索,员工可参与学习。文章类比Midjourney早期通过公共Discord促进学习,强调透明工作环境下的“教学工坊”文化。

客观事实
  • Shopify内部编码代理工具River在Slack公共频道上运行,对话可搜索
  • Shopify希望通过River实现大规模教学工坊文化
  • Midjourney早期通过公共Discord频道促进用户学习
Shopify River Slack Midjourney

原文

Learning on the Shop floor

Tobias Lütke describes Shopify's internal coding agent tool, River, which operates entirely in public on their Slack:

River does not respond to direct messages. She politely declines and suggests to create a public channel for you and her to start working in. I myself work with river in #tobi_river channel and many followed this pattern. Every conversation is therefore searchable. Anyone at Shopify can jump in. In my own channel, there are over 100 people who, react to threads, add color and add context, pick up the torch, help with the reviews, remind me how rusty I am, and importantly, learn from watching. [...]

As so often with German, there is a word for the kind of environment: Lehrwerkstatt. Literally: A teaching workshop. The whole shop floor is the classroom. You learn by being near the work. Being a constant learner is one of the core values of the firm.

Shopify wants to be a Lehrwerkstatt at scale and River has now gotten us closer to this ideal than ever. It’s osmosis learning, because it does not require a curriculum, a training plan, or a manager. It just requires everyone's work to be visible to the maximum extent possible. Everyone learns from each other.

I'm reminded of how Midjourney spent its first few years with the primary interface being public Discord channels, forcing users to share their prompts and learn from each other's experiments. I continue to believe that the early success of Midjourney was tied to this mechanism, helping to compensate for how weird and finicky text-to-image prompting is.

Tags: ai, slack, generative-ai, llms, midjourney, coding-agents, tobias-lutke