For all you fools who are lost, or can’t follow the complexity and nuance in my ideas, the following three facts are completely consistent with one another. 1. GenAI cannot be trusted because it is unreliable. 2. Using unreliable tech in high-stakes military decisions without
SAFETY
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Gary Marcus Shares Articles on AI’s Impact on Humanity and Society
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wrote something similar in this https://
open.substack.com/pub/garymarcus
/p/code-red-for-humanity?r=8tdk6&utm_medium=ios
… and this https://
open.substack.com/pub/garymarcus
/p/america-and-probably-the-world-stands?r=8tdk6&utm_medium=ios
… -
AI Chatbot Hallucinations and Nuclear War: A Catastrophic Scenario
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Sure, Meta lost 70 or 80 billion dollars chasing Palmer Luckey’s AR dreams, but if the Pentagon accidentally launches a nuclear war because some chatbot hallucinates, ain’t nobody gonna remember that.
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AI Agents Need Sequential Modularity for Better Evaluation
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2/4 Modern AI systems plan, retrieve across sources, reason, take actions, and update state. But most evals capture only the end result of that entire process. Agents need sequential modularity, like human language production, to enable evaluation per module and support
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AI21 Labs focuses on frontier model capabilities failure taxonomy and agent validation
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Thanks for this research & for building practical measures of frontier model capabilities. We're focusing these days on the failure taxonomy you highlighted in the paper – testing how elements like structured programmatic plans and in-flow validators & reducers can help agents
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AI and Humanity: The Danger Lies in Human Misuse, Not AI Itself
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You should not be afraid of AI exterminating the humanity. You should be afraid of the man who uses AI to exterminate the humanity.
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Autonomous AI and Nuclear War: A Legal Gap?
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*Generals* generally aren’t. And I will leave it at that. but note also that this bill died: https://
congress.gov/bill/118th-con
gress/senate-bill/1394
… and it is thus probably legal for autonomous AI to launch nuclear war. -

AI Progress Paradox: Building Cybersecurity Nightmare
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Oh great. I am running around telling everyone we are nearing the age of abundance and turns out we are building a cybersecurity hellscape.
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Agent Commander: AI Security Layer for Enterprises
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Source: @EvanKirstel at https://
x.com/EvanKirstel/st
atus/2026685655942595050
… Agent Commander: The AI Security Layer Enterprises Didn't Know They Needed -
Documenting AI Model Preferences: New Experiment Approach
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This is an experiment: we’re not yet doing this for other models and are not sure how this project will evolve. But we think that documenting models’ preferences, taking them seriously, and acting on them when we can is valuable. Read more on why: