InterviewLegend

Dynamic Programming

Alex Chen24 min readUpdated

Twitch runs its coding interviews on Amazon's rails, and dynamic programming sits on those rails as a breadth check rather than a signature. It shows up to confirm you can build a recurrence from scratch, not to test some streaming-specific trick. By weight it is one of the smaller families in the section, behind the arrays and the data-structure design work that open most loops. What makes it worth real preparation is the tail. When a round does spike to a hard problem, it usually spikes here. Concatenated Words and Binary Tree Maximum Path Sum are the ones candidates remember, and both live in this territory.

The other thing to know going in is that DP arrives without product framing. The rest of the coding section borrows shape from Twitch's own systems. A trees-and-graphs round can lean on the fact that a chat room's moderation rules or a category tree are genuinely tree-shaped. The heaps round poses its top-K as a ranking of viewers by watch time. Dynamic programming has no equivalent in the product. The genuinely hard optimization problems at Twitch, choosing a bitrate ladder for a transcode or reconciling message order across a chat cluster, live in the system-design rounds, not in the coding hour. When DP appears in the coding hour, it appears as a canonical string problem with the plain structure showing.

The Twitch angle
Dynamic programming is the one coding family Twitch does not give a live-video or chat framing. Treat it as pure fundamentals and spend the prep on the recurrence. The top-K round borrows the streamer-loyalty leaderboard, the design round borrows an actual Twitch feature to implement, and the graph round borrows the room-and-category structure. Nothing in ingest, transcode, HLS packaging, or chat fan-out hands an interviewer a coin-change or an edit-distance table, so the DP problems stay canonical. That is a relief, not a warning. You will not be decoding a contrived streaming metaphor stacked on top of a recurrence. You will be asked whether you can name a state, derive its transition, and write code that compiles and passes.
What's inside
  • 3 problems, worked step by step
  • about 24 min

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