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This lecture covers Project 3 results on reachability analysis before introducing explainability methods for safety-critical AI systems, focusing on how to attribute failures to specific time steps using Shapley values from game theory when simple ablation studies fail due to correlated noise patterns.
NVIDIA researchers demonstrate training a multilingual code generation model from scratch using 43x less data than typical foundation models, achieving 38.87% accuracy on HumanEval+ while supporting English/Spanish and Python/Rust through efficient data curation and checkpoint merging.
Joe Rogan and Chael Sonnen reveal the untold story of Tommy Lee's attempt to fight Kid Rock in the UFC, while analyzing the peaks and declines of legends BJ Penn and Diego Sanchez, and arguing for updated safety rules including mandatory steel protective cups.
Quant analyst Benjamin Cowen argues Bitcoin remains in a bear market with a 75% probability of dropping to around $39,000 by October 2026 based on historical 4-year cycles and deteriorating macroeconomic conditions, while conceding a 25% chance the February low was the bottom.
Jordan Peterson argues that personality traits fundamentally shape how individuals perceive reality, extract facts, and form political beliefs, with biological determinants playing a stronger role than socialization in behavior, IQ, and gender preferences, challenging the assumption that environmental equality eliminates human differences.
NASA's Artemis II crew aboard the Orion capsule "Integrity" prepares for Pacific splashdown off San Diego, executing a modified shorter entry trajectory to mitigate heat shield risks discovered during the uncrewed Artemis I mission, completing a 694,481-mile journey.
Vice President Kamala Harris addressed the National Action Network convention, criticizing the Trump administration's failure to lower family costs while warning that his withdrawal from global alliances has created dangerous vacuums filled by China, and emphasizing that protecting voting rights remains essential to restoring America's moral standing at home and abroad.
Financial advisors Brian Preston and Bo Hanson outline their core money rules for cars, homes, and student loans, explaining the mathematical guardrails that protect wealth while detailing specific scenarios where breaking these rules makes sense for high-income professionals or those in high cost-of-living areas.
The Vergecast hosts detail personal technology experiments, including Nilay Patel's complex conversion of a vintage iMac into a functional 5K monitor using Chinese retrofit boards, and David Pierce's development of a custom AI-coded productivity aggregator that unifies disparate services like Todoist and Obsidian into a single interface.
![How to learn programming and CS in the AI hype era – interview with prof Mark Mahoney [Podcast #215]](https://i.ytimg.com/vi/Tb6oaEkxtp8/hqdefault.jpg)
Dr. Mark Mahoney argues that while LLMs excel at low-stakes prototyping and visualizations, learning programming fundamentals through manual debugging remains essential to avoid technical debt and build resilient engineering skills that persist regardless of tool availability or cost.
The March CPI print hit 3.3% year-over-year, driven largely by a 30% surge in crude oil prices due to geopolitical tensions in the Strait of Hormuz, forcing the Federal Reserve to maintain restrictive monetary policy and delaying bullish crypto scenarios until potentially 2027.
Investigative journalist Patrick Radden Keefe discusses his book 'London Falling,' revealing how the mysterious death of 19-year-old Zach Breler—who secretly posed as a Russian oligarch's son—led to an exploration of family trauma, London's criminal underworld, and the dangerous intersection of aspirational culture and identity deception.