Lab

Small interactive pieces. Each one takes something everyone uses and shows what it is doing underneath.

MCP handshake, live

Step through a real MCP session against this website’s own server. Every request and response is the actual JSON-RPC on the wire.

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What a KV cache saves building

An interactive look at how much work a transformer skips per token once keys and values are cached.