... wastes your tokens. been building the loop side (tokenwall.dev, validating this week), circuit breaker that catches runaway loops at iter 3 vs noticing after. would folks here want notifications about loop-events too, or is that a separate observability layer? Comment from Atul Yadav(@atul_yadav20): @aadilghani   taking all of it. two-event split (loop_warning vs

... sparked an interesting thought experiment: how likely is it that we ll see AGI (AI that thinks and learns like a human) within the next five years? The report highlights a fascinating divergence: the view from money vs. the view from science. Money : the probability inferred from trillions poured into data centers, Nvidia chips, and servers. Investors seem to be betting that AGI is inevitable. Science : the probability inferred from research papers and AI development models. Experts are far more ... ... might be ahead of reality. Expect volatility, overpromised outcomes, and valuable lessons along the way. Meanwhile, AI continues reshaping work, attention, and human behavior. I d love to hear the community s perspective: Are you seeing this money vs

... Product Hunt! We re building something that blurs the line between watching and actually talking to your favorite creators. What is Twome? Twome is a new kind of AI social app imagine TikTok meets FaceTime, but with a twist: you can video call a creator s AI version. These AIs aren t random chatbots they re personally built by the creators themselves, designed to reflect their real tone, knowledge, and personality. How it works: Watch a creator s video ...

... long ago, content itself was the differentiator. If you could afford to write more blogs, publish more case studies, or refresh your website more often than competitors, you had the upper hand. AI flipped that equation. Today, volume is nearly free. A founder with a laptop can churn out more polished words in a week than a Fortune 500 content team once did in a quarter. But here s the paradox I keep coming back to: when creation becomes infinite ... ... buyer s perspective: By the time they land on your site, they ve likely scrolled through half a dozen others. Most promise transformation, innovation, or AI-powered change. But after the fourth or fifth repetition, it all blurs