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gary marcus · July 31, 2026

OpenAI slashes GPT-5.6 prices 80% as US AI map blunders

openai cut gpt-5.6 luna pricing by 80% while a us government presentation featured an ai-generated map of africa that mislabeled every country. the moves highlight how aggressive pricing tactics and hallucination risks continue to plague the industry.

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openai announced an 80% price cut for its gpt-5.6 luna model and a 20% reduction for gpt-5.6 terra, signaling a fierce price war in the api market. this news coincided with a reuters report revealing that a us government presentation included an ai-generated map of africa—created with openai tools—that mislabeled every single country. further reports cited anthropic facing cybersecurity issues and ongoing challenges with ai reliability in open-ended research. these incidents collectively demonstrate that while foundation models are becoming cheaper, their propensity for critical errors remains a significant barrier to enterprise and government adoption.

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