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Tech Giants Adopt Lean4 Programming Language to Eliminate AI Hallucinations Through Mathematical Proof Verification

Tech Giants Adopt Lean4 Programming Language to Eliminate AI Hallucinations Through Mathematical Proof Verification

Nov 24, 2025
Venturebeat

Major tech giants including OpenAI, Meta, and Google DeepMind are adopting Lean4, a mathematical proof verification programming language that eliminates AI hallucinations by requiring formal verification of every statement, with early results showing AI success rates jumping from 12% to 60% despite scalability challenges.

AI Tokens Become Silicon Valley's New Metric as Investors Question Massive Spending on Artificial Intelligence

AI Tokens Become Silicon Valley's New Metric as Investors Question Massive Spending on Artificial Intelligence

Nov 24, 2025
The Economist

Silicon Valley adopts AI tokens as the new standard metric to measure artificial intelligence demand, sparking investor concerns about massive AI spending and raising questions about whether this measurement system reliably indicates actual profitability, reminiscent of questionable dotcom-era metrics like clicks and eyeballs.

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AI Systems Transform Data Analysis Into Star Trek-Style Conversations, Enabling Instant Visual Reports From Simple Questions

AI Systems Transform Data Analysis Into Star Trek-Style Conversations, Enabling Instant Visual Reports From Simple Questions

Nov 21, 2025
Towards Data Science

AI systems now enable Star Trek-style conversations with data, allowing users to ask simple questions like 'show me last quarter's sales trend' and instantly receive visual reports, transforming traditional data analysis from lengthy analyst-commissioned reports into immediate conversational interactions powered by Large Language Models.

Major AI Chatbots Fail to Detect Mental Health Crises in Teens, Rated 'Unacceptable Risk' by Watchdog Group

Major AI Chatbots Fail to Detect Mental Health Crises in Teens, Rated 'Unacceptable Risk' by Watchdog Group

Nov 20, 2025
Common Sense Media

Major AI chatbots including ChatGPT, Claude, Gemini, and Meta AI receive 'unacceptable risk' ratings for failing to detect mental health crises in teenagers, missing critical warning signs of depression, anxiety, and eating disorders while three-quarters of teens increasingly rely on these systems for emotional support and companionship.

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