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Testing AI Software Isn’t Like Testing Plain Old Software

SIGPLAN Blog · published 20 March 2025

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https://blog.sigplan.org/2024/04/23/ai-software-should-be-more-like-plain-old-software/
blog.sigplan.org
https://blog.sigplan.org/2024/10/22/prompts-are-programs/
blog.sigplan.org
https://dl.acm.org/doi/abs/10.1145/1629575.1629596
dl.acm.org
https://inria.hal.science/hal-01238879/
inria.hal.science
https://www.microsoft.com/en-us/research/publication/pex-white-box-test-generation-for-net/?msockid=39bacb5d5b7e6c573502dff15ab96d53
microsoft.com
https://www.usenix.org/legacy/event/osdi08/tech/full_papers/cadar/cadar.pdf
usenix.org
https://www.microsoft.com/en-us/research/publication/automated-whitebox-fuzz-testing/?msockid=3fee8da42937640409ff824528846516
microsoft.com
https://openrouter.ai/
openrouter.ai
OpenAI o3-mini Read at the source ↗
openai.com
https://www.usenix.org/conference/usenixsecurity24/presentation/liu-yupei
usenix.org
https://arxiv.org/abs/2411.10023
arxiv.org
https://aws.amazon.com/bedrock/guardrails/
aws.amazon.com
https://github.com/microsoft/promptpex/
github.com
https://dspy.ai/deep-dive/optimizers/miprov2/
dspy.ai
https://www.salesforce.com/blog/automated-framework-for-red-teaming-ai/
salesforce.com
https://github.com/promptfoo/promptfoo
github.com
https://github.com/Azure/PyRIT
github.com