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Anthropic Teams’ 100x Claude Workflows: What They Didn’t Tell You, Until Now

6 min readJun 8, 2025

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The following is a battle-tested, developer-to-developer walkthrough on turning Claude into a genuine teammate rather than “just another API.”

We have mined the playbooks used by Anthropic’s own Data Infra, Inference, ML Eng, and other squads, distilling them into 7 sections packed with the field-tested tactics we lean on every day to ship reliable code with Claude at our side.

200 developers to Anthropic’s first-ever Hackathon

1. Quick mental model — what Claude is great at

We all saw that 2024 GitHub study, which showed that developers who adopted Copilot finished common programming tasks 55 % faster on average, and reported lower cognitive load.

At the same time, investors are pouring billions into code-generation startups because large companies now credit AI tools with writing 20–30 % of their production code.

Let’s have a look at what skills the teams are monetising and measuring today.

2. Project bootstrap checklist

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