... Sydney tracked content similarity across 388 keywords in 2019 and again in 2024. Content has become significantly more homogeneous. AI-generated pages now dominate the top rankings, but they all look and sound alike "If the humans are not involved anymore, what does this mean for the industry in the future?" asked Professor Thomas Reutterer, who led the research. A Graphite/Common Crawl analysis found that 86% of articles ranking high on Google Search are human-written. AI-generated content gets ... ... results. They optimize for the same patterns. They pull from the same sources. The result is not better content. It is more content that sounds exactly like everything else. Professor Reutterer puts it bluntly: "If the humans are not involved

... probably saw the VS Code 1.117 story: "Co-authored-by: Copilot" silently added to commits by default, including for code that Copilot never wrote. Microsoft reverted it in 1.119. Good. But the revert is the wrong ending to the right story. The developer anger was about consent and accuracy both valid. What did not get picked up in the discourse was the architectural question underneath: even when Copilot does write code, a git trailer tells you almost nothing useful ... ... capture provenance at insertion time before the diff ever hits git. Each insertion generates a structured record with roughly 40 fields: four timestamps, the full prompt body, the raw model response, 10 named capability slots indicating what was captured versus

... were only concerned w/ my wellbeing I'd do the same, but when I have others I'm responsible for, and they themselves have mouths to feed, I think differently about the long term effects of my brand vs my company/product. Comment from Gabe Moronta(@mogabr): @kabirsalunkhe   @busmark_w_nika   @deangelo_hinkle   @henry_lindsey  Henry, I don't think you separate it, especially when you built it around your brand/identity. You just sort of outgrow ... ... launch. We've analyzed more than 6000 launches and the most common among top launches are because the founders arleady had a solid PH profile with engagements. Comment from Samir Asadov(@samir_asadov): For specialist/practitioner products this 'brand vs

... faster, with proof of repeat value How I see this basis my experience is free = audit, visibility, limited runs, core understanding, get the user to see "Value" in some form or way without much involvement of the user paid = depth, scale, automation, prioritization, with more involvement

... Academics Explore complex topics across disciplinary boundaries, surfacing connections that siloed thinking misses. Consultants & Advisors Deliver structured, multi-dimensional analysis that goes beyond surface-level frameworks. Anyone Facing High-Stakes Decisions Career pivots, business strategy, life decisions that involve uncertainty, multiple variables, and consequences that ripple over time. If your question has a straightforward answer, a search engine is enough. But if your problem involves

... 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

... assume they re not eligible, when in fact they could be and vice versa. Qualifying Activities HMRC s core test for R&D tax relief is whether a project: Sought to achieve an advance in science or technology ; Involved the resolution of uncertainty that a competent professional could not easily solve; Used systematic or investigative approaches to resolve that uncertainty. This can include work such as: Developing new software or improving existing systems; Creating prototypes or testing alternative

... deliver better ROI than paid search, which has become increasingly expensive and competitive. Trial Intelligence : We provide behavioral analytics you can't get from your own trial - comparative shopping patterns, feature prioritization across your category, and benchmarking against competitors. Think of us as a qualified pipeline channel, not a marketing expense. Q: How do you solve the cold start problem? Most marketplaces fail because they can't get critical mass on both sides. A: Our go-to-market strategy addresses ... ... trial optimization platform. Q: What data or insights does VeriTry provide that software companies can't get on their own? A: Our proprietary Trial Intelligence Engine provides: Cross-platform behavioral data : How users engage with your trial compared to competitors

... ubiquitous. But it's about to be disrupted, not replaced, but  supplemented , by a new category of tools: AI-native 2D-to-3D platforms that make SketchUp look slow. Here's the numbers: A typical architectural project involves 30-40 hours of SketchUp work - modeling, texturing, lighting, rendering. The results are good. But the time investment is significant. Now, that same project takes 30-40 minutes with AI 2D-to-3D. The computer reads your 2D floor plan, understands ... ... architecture, generates photorealistic 3D scenes with materials, lighting, and furniture - all automatically. Why this matters        97% time reduction:  40 hours vs

... folks I ve been building a product that involves a mix of AI-driven matching + dynamic user experiences (can t share exact details yet). The idea is to create something that feels alive and adapts to each user s vibe. But here s my dilemma I m torn between focusing first on core UX feel (smooth, immersive flow) or AI logic depth (smarter matching + personalization). For those who ve shipped vibe-heavy or AI-integrated products what worked better ... ... early on? Curious to hear how you approached this tradeoff: polish vs

... brand mentions across these models in real time, analyses sentiment and provides prompts showing how and where the brand is being referenced. It also sends real time alerts when a brand is cited by an AI model and offers competitor monitoring to identify positioning gaps. Thirdeye as one of the most-advanced AI analytics and recommendation platform that helps brands get discovered not just on Google but inside ChatGPT, Claude, Gemini and Perplexity, emphasising that if you aren t cited ... ... platforms such as ChatGPT, Claude and Gemini are becoming the new homepage for information, so brands must optimise for visibility across these models. This shift is supported by wider industry data: according to Nowspeed s guide on AEO vs

... real and encourages you to stick with the project. Even if you don t gain many other users, at least you ve solved your own issue. This approach has the highest chance of success. 2. Copying a Successful Competitor and Adding Unique Value This method has the advantage of entering a proven market with existing examples to follow. It s the quickest way to see results and avoid pitfalls. However, you need to clearly identify what your unique value proposition ... ... look for high search volume topics that aren t yet well-served by existing websites. However, finding such unmet needs can be challenging since most common problems are already addressed. 4. Coming Up With Your Own Idea This approach involves

... ProductHunt community! Big news in the tech world! France has officially launched a criminal probe into X (formerly Twitter) for alleged algorithm manipulation and " fraudulent data extraction ." Prosecutors are investigating whether X has been involved in election interference , even classifying them as an " organized gang " a pretty serious label! X, predictably, is not happy about this, calling it a "politically-motivated" investigation and refusing to cooperate. This is a fascinating and potentially game-changing development for social media platforms ...

... separate noise from signal and shape your roadmap. 6. Start to build the product in production Use what you can from your initial prototype, but understand that you may need to revisit a lot of the code. Involve users as you build the product out. Invite them to feedback calls, share screen-by-screen updates, and keep them in the loop. This has two big benefits: They feel invested and develop a sense of ownership. You build a pipeline ... ... just about product feedback. It s also about psychology and trust. The takeaway AI has changed how fast we can build. But it hasn t changed this: you still need to understand your users deeply and involve

... head of their technical team. So much so, we deployed senior solutioning leaders into their office for over a year. Our team helped: Shape the technical specs Co-create the pre-qual for the RFP And spent months deeply involved in the RFP process By all traditional markers, we were in a strong position. Then we lost the deal. Not because the competitor

... manager , which we believe will become the default interface for much of PostHog. I love pushing ambition and taking bets, so this suits me perfectly. There are also a handful of things we both want to be involved in, such as people and strategy. We think both of us being involved

... life disappeared. It felt the same way as if, one day, nobody would be playing on Call of Duty 2 servers anymore (that hasn t happened yet, right?). Anyway, here I ve compiled a list of the top 6 alternatives to Skype for international calling. I used the following criteria to select them: VoIP-based . That means I only need an internet connection to use the service. Calls from most SIMs abroad are prohibitively expensive, and eSIMs typically include only ... ... verification call, enter the code, and you re good to go. You can also receive calls, but only if you buy a number $1.95/month for a US or Canadian line. It works globally with no paperwork involved

... have only participated in our last launch), but now am part of the team leading our 4th product hunt launch at the end of this month! Would love some advice for PH newbies. Really curious on how people get involved with the communities here, is it mainly via this forums page? Btw, if you can't tell from the title of this intro, I love cats. So always happy to connect with fellow cat lovers haha. Other than ... ... mainly involved

... work as TPM and my superior is far from technical things but we have to sync every 1-2 weeks. I know it's always challenging for big bosses to be in same field and be involved deeply into different team's processes. And I see it as my own responsibility to prepare an information for my boss so she could be involved