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Shimano Bicycle Museum Review: A Machine-First Visit
cycling culture Oct 02, 2026 5 min read

Shimano Bicycle Museum Review: A Machine-First Visit

The Shimano Bicycle Museum in Sakai, south of Osaka, is less a corporate shrine than a calm, hands-on history of the bicycle. Its dark chronology galleries, close-up race and utility bikes, materials displays, and research library make the visit rewarding for cyclists, families, and curious beginners.

by ahsan
#bicycle history #cycling culture #engineering #japan travel #shimano
Why Some Coding Agents Burn 33k Tokens Before You Type Anything
llm engineering Jul 12, 2026 6 min read

Why Some Coding Agents Burn 33k Tokens Before You Type Anything

Some coding agents arrive at the model already “loaded” with tens of thousands of tokens of system prompt and tool scaffolding. A side-by-side comparison found ~33k-token overhead for Claude Code versus ~7k for OpenCode, with prompt caching benefits depending on prefix stability.

by ahsan
#engineering #llm agents #observability #prompt caching #token cost

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