
What happened
Anthropic published best practices for human-AI agent teams, based on an interview with Slack CPO Jamie DeLange, who said channels never automatically became knowledge.
Why it matters
The post argues people kept asking the same questions because messages piled up unstructured, and that AI agents, not humans, can now read everything and pull out knowledge.
What to watch
The guidance hinges on practices like making public channels the default and asking agents why something happened, not just what happened; whether teams adopt them is likely the real test.
WHO IT HITSProduct and engineering leaders at companies already running AI agents inside chat tools like Slack are the ones who would apply this guidance; whether it changes day-to-day workflows depends on how faithfully those teams follow the recommendations.
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The blog post is the second entry in an Anthropic series on human-AI agent teams; the first covered Anthropic's own internal efforts. Slack was chosen for this installment because the company had been thinking about human-AI agent teams long before AI agents actually appeared, according to the post.
DeLange joined Slack in 2017 and led the company's search and machine learning efforts, with a mission described as turning conversations in the workspace into organizational knowledge. That mission, as Slack tells it, did not turn channels themselves into knowledge. Messages piled up unstructured, and people repeated the same questions.
Anthropic argues that understanding everything and pulling out knowledge for work is impossible for humans, but AI agents are now able to do it. The stakes hinge on whether teams follow the recommended practices, such as making public channels the default and asking agents why something happened rather than only what happened, rather than on the technology alone.
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