Design Peer-to-Peer Model Distribution Under a Shared Link Cap

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Design peer-to-peer distribution of a large model from one seed to many targets when each machine shares a strict upload-and-download link budget. The conversation combines a defensible completion-time lower bound with chunk scheduling, verified forwarding, rate control, resume behavior, activation, failure recovery, and straggler analysis.

Design Peer-to-Peer Model Distribution Under a Shared Link Cap

Company: Anthropic

Role: Software Engineer

Category: System Design

Difficulty: medium

Interview Round: Technical Screen

Overview: Design peer-to-peer distribution of a large model from one seed to many targets when each machine shares a strict upload-and-download link budget. The conversation combines a defensible completion-time lower bound with chunk scheduling, verified forwarding, rate control, resume behavior, activation, failure recovery, and straggler analysis.

Read the full Anthropic Software Engineer interview experience this question came from

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Anthropic
Jul 15, 2026
mediumSoftware EngineerTechnical ScreenSystem Design
25
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