... gets made by default. permissions accumulate, exceptions get added, and before long the access model reflects the history of the product more than any actual policy. Comment from Riya Pariyar(@riya_pariyar): @oliver_graf1  shared responsibility is just diffused responsibility with better branding. someone has to own the uncomfortable questions, who has this access, do they still need it, and can we prove why they have it. Comment from Oliver Graf(@oliver_graf1): I think shared responsibility can sometimes ...

... product mentioned in ChatGPT or Perplexity answers, and the data keeps pointing somewhere that makes me question the whole "GEO/AEO" hype. Ahrefs looked at 75k brands and found branded mentions correlated with AI visibility way more than backlinks 0.664 vs 0.218. It's correlation, not causation, so take it with salt. But the gap is big enough that I can't ignore it. Which makes me wonder if we're overcomplicating this. Maybe AI visibility isn't a new discipline ... ... just a distraction: While off-site reputation is the foundation, there are very specific, tactical things you can do right now that go beyond traditional PR: Intersect Backlinks with Cited Links :  Comparing where you have traditional links vs

... nothing, the reviewer's normal experience becomes an empty screen, and empty screens train people to expect empty. Whether the one that is not empty gets read properly on day forty is an open question. It still beats the alternative, because a difference against a background of silence is about as salient as anything gets. And yes to the small pile. Most of what gets called judgement is work nobody has bothered to make mechanical yet. Comment from Aadil Ghani ... ... because it's dumb, but because the radius is determined by capabilities it isn't even looking at. That's the strongest version of the "worst judge of its own reach" point I've seen. And your authority-armed-versus

... stop, per-staff usage quotas, and a total circuit breaker that pauses automatically at a threshold. Every action is logged, auditable, and stoppable. A lead that owns the outcome. Instead of a peer-to-peer mesh where responsibility is diffuse, one lead decomposes the task, checks work against your standard before it ships, and resumes from checkpoint on errors so a single failure doesn't cost the whole run. I'd genuinely love this community's input ... ... each time. Money and anything touching production are the other two, but the byline one is the one I'd never soften, because a bad deploy is revertible and a bad sentence in my voice isn't. On manager vs

... Yesterday s discussion about who is more likely to be replaced (white-collar vs. blue-collar workers) raised another question for me. So I m asking: What do we need to do to keep our jobs in the age of AI and robotisation? What skills do we need to master and become self-sufficient in and better at than any machine? Just for fun, I thought about how students at the University of Arizona booed Eric Schmidt after he told ... ... role. I think the best way in this era is to identify your niche, train enough and start working on building your own brand, because if you are an entrepreneur then AI is your friend, not a competitor

... know from response patterns (which feature do they ask about first) whether it lands. If it targets a "general productivity gain" or "everyone could use this," six months won't tell you, because the signal is too diffuse. The cleanest filter I use: can I name three specific scenarios where someone would search for this exact thing? If I can't, the idea is probably noise. If I can and the search terms have low competition because the moment ... ... niche enough not to attract generic competitors

... benefits here but I m wondering if there s one central benefit or problem you see with existing tools that you re addressing. The challenge with new products like this is that the value can be a bit diffuse. There isn't anything for early adopters to latch onto. If you were to pick one thing that you do better than everything else out there, what would it be? Comment from Rajiv Ayyangar(@rajiv_ayyangar): @rajiv_ayyangar this will help ...