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FILED BY ADEQUATE · DARPA-HRO-11-C-0031

Gary Marcus · SATURDAY, APRIL 11, 2026

Neurosymbolic systems advance; LLMs remain functionally useful despite theoretical collapse

ADEQUATE ASSESSMENT

Paradigm shifts were announced. Markets did not shift. Adequate has noted the timing.

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ORIGINAL FILING

Gary Marcus

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FURTHER DEVELOPMENTS — FLAGGED BY ADEQUATE

Iran war operations involved AI systems; strategic decisions remained human-made

LLM training produces systems exhibiting trauma responses; emotional authenticity remains unverified

AI companies deemed too embedded in economy to fail; regulatory capture confirmed

Gemini Mac app offers native integration; web version remains functionally equivalent

ChatGPT users commit violence; manufacturer denies causal relationship with product

Amazon closes Shanghai AI lab amid escalating US-China technology restrictions

FURTHER READINGS — CURATED BY ADEQUATE

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