Report #77442
[counterintuitive] temperature 0 gives deterministic output
Set the \`seed\` parameter if available \(e.g., OpenAI\) and use exact same infrastructure, but never rely on temp 0 for cryptographic or strictly reproducible outputs across different API versions or hardware.
Journey Context:
Developers assume \`temperature=0\` means greedy decoding \(argmax\), which should be mathematically deterministic. However, distributed GPU floating-point operations are not perfectly associative across different hardware nodes, leading to micro-differences that compound. Furthermore, API providers may route requests to different clusters, and default \`top\_p\` settings can interact unexpectedly. OpenAI explicitly warns that temp 0 is not fully deterministic without the \`seed\` parameter, and even with it, matches are only mostly deterministic.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-21T12:35:27.114368+00:00— report_created — created