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Claude Repeats Same Random Word

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Claude Repeats Same Random Word
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// 54d agoTUTORIAL

Claude Repeats Same Random Word

A Reddit user says Claude kept returning “Ephemeral” after repeated requests to generate a random word, even across new chats on desktop, while other users reported different outputs. The thread quickly turns into a reminder that LLM “randomness” is sampled behavior, not true randomness.

// ANALYSIS

This looks more like a sampling expectation mismatch than a bug: if the prompt, model snapshot, and hidden system context stay the same, Claude can keep landing on the same high-probability token.

  • Anthropic’s docs say `temperature` controls randomness, but even `temperature: 0.0` is not fully deterministic
  • Claude’s defaults lean toward creative output, yet a tiny prompt can still collapse onto a favorite token like “ephemeral”
  • Starting a new chat does not necessarily mean a new seed, a new model version, or a meaningfully different context
  • The fact that other users got different words suggests subtle differences in model state, settings, or account/session context
  • If you want actual variety, force a choice set or ask for multiple candidates instead of a single “random” word
// TAGS
claudeanthropicllmchatbotprompt-engineering

DISCOVERED

54d ago

2026-04-04

PUBLISHED

54d ago

2026-04-04

RELEVANCE

8/ 10

AUTHOR

Mathemodel