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A landmark academic paper on this subject is (published March 2026), which provides the first comprehensive audit of this ecosystem. Research Paper Summary: "Real Money, Fake Models"
Beyond LLM-specific "Shadow Cheats," the term fits into a broader cybersecurity threat: shadow APIs - Real Money, Fake Models - arXiv
The core finding of the research is that many shadow APIs are . While they claim to offer premium models (e.g., GPT-4), they often route requests through cheaper, inferior, or open-source models.
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A landmark academic paper on this subject is (published March 2026), which provides the first comprehensive audit of this ecosystem. Research Paper Summary: "Real Money, Fake Models"
Beyond LLM-specific "Shadow Cheats," the term fits into a broader cybersecurity threat: shadow APIs - Real Money, Fake Models - arXiv
The core finding of the research is that many shadow APIs are . While they claim to offer premium models (e.g., GPT-4), they often route requests through cheaper, inferior, or open-source models.