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Is the Same Prompt Always the Same LLM Input?

vincentschmalbach.com · published 11 August 2026

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https://genai.owasp.org/llmrisk/llm01-prompt-injection
genai.owasp.org
https://huggingface.co/docs/transformers/v4.43.0/chat_templating
huggingface.co
https://www.unicode.org/reports/tr15
unicode.org
https://platform.claude.com/docs/en/agents-and-tools/tool-use/overview
platform.claude.com
https://ai.google.dev/gemini-api/docs/tools
ai.google.dev
https://proceedings.nips.cc/paper/2020/hash/6b493230205f780e1bc26945df7481e5-Abstract.html
proceedings.nips.cc
https://learn.microsoft.com/en-us/azure/foundry-classic/openai/how-to/reproducible-output
learn.microsoft.com
https://developers.openai.com/api/docs/models/o1
developers.openai.com
https://airc.nist.gov/airmf-resources/airmf/5-sec-core
airc.nist.gov
https://arxiv.org/abs/2411.10541
arxiv.org
https://aclanthology.org/2024.findings-acl.386
aclanthology.org
https://mlanthology.org/iclr/2024/sclar2024iclr-quantifying
mlanthology.org
https://aclanthology.org/2025.naacl-long.73
aclanthology.org
Prompt Caching in the API Read at the source ↗
openai.com