Photo by Justin Morgan on Unsplash
3 Tests that AIs Often Fail, and Humans Ace Could Pave the Way for Artificial Intelligence
By Unknown | 5 min read
New studies show AIs still stumble on problems that humans handle with ease, underscoring gaps in current benchmarks. Humans outperform AI in reasoning under uncertainty, common-sense reasoning, and learning from limited data. The piece argues for more robust, diverse evaluation frameworks that reflect real-world tasks beyond standardized tests. It highlights approaches like better data curation, interpretability, and alignment techniques to reduce brittleness. If benchmarks better capture real-world complexity, progress toward safer and more reliable AI could accelerate.
Photo by Matthew Manuel on Unsplash
Once Worth Over $1B, Microsoft-Backed Builder.ai Is Running Out of Money
By Unknown | 6 min read
Builder.ai, a platform promising to automate software development for non-coders, has raised billions but is burning cash and facing funding pressure. The article details a precarious runway as investors reassess valuations and the company contends with cost-cutting pressures. The piece notes that sustaining growth while achieving unit economics will be crucial for long-term viability. It discusses potential pivots, layoffs, or monetization tweaks as the startup seeks to extend its runway. The situation illustrates the broader crunch facing AI-enabled startups in a tightening funding environment.
Photo by Kanchanara on Unsplash
Businesses are absorbing Bitcoin at 4x the rate it is mined, according to River's research
By Unknown | 6 min read
River's research suggests businesses are absorbing Bitcoin at roughly four times the rate it is mined, indicating rising on-chain demand. The dynamic hints at greater institutional and merchant interest, potentially supporting price stability or upside. On-chain absorption outpacing supply could reflect treasury allocations, settlement use, or diversified demand. The article cautions that measurement methods vary and data interpretation can be tricky. If the trend persists, it could reshape Bitcoin's macro adoption narrative over the coming quarters.
🌙 NASA - Best Photo from Last Week
Rare type of black hole snacks on star
Science: NASA, ESA, CXC, Yi-Chi Chang (National Tsing Hua University); Image Processing: Joseph DePasquale (STScI)
NASA’s Hubble Space Telescope and NASA’s Chandra X-ray Observatory teamed up to identify a new possible example of a rare class of black holes, identified by X-ray emission (in purple) in this image released on July 24, 2025. Called NGC 6099 HLX-1, this bright X-ray source seems to reside in a compact star cluster in a giant elliptical galaxy. These rare black holes are called intermediate-mass black holes (IMBHs) and weigh between a few hundred to a few 100,000 times the mass of our Sun.
Image credit: Science: NASA, ESA, CXC, Yi-Chi Chang (National Tsing Hua University); Image Processing: Joseph DePasquale (STScI)
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