... simulated calls used to train people. Two lessons stayed with me: in audio, a one-second delay feels broken; in voice AI, people trust a tool only when they can see what it heard and stay in control. This autumn I turned those two lessons into my own thing, a small assistant for client calls, and launched it here last week. It was my first launch and I did it alone, with nobody to notify. The ranking mattered less than ...

... duty. Both firms say the same thing: it does not cover the chatbot disclosure, and anything placed on the market on or after 2 August gets no grace at all. So if you launched a new generative feature this autumn, the clock is not running for you. The numbers. The fine ceiling for Article 50 breaches is up to 15 million euros or 3% of worldwide turnover, whichever is higher, with some proportionality for small companies. That figure comes from ...

... gbasovv): From the maker side, for what it is worth: the default being on is a choice, not a technical necessity, and the stores have started to push the other way. Apple held one of my app updates this autumn with two questions, does the app use third party AI and does it send personal data to it, and since their November 2025 guideline a privacy policy alone no longer counts; the user has to be told and agree inside ...

... Warsaw. I do business development and I'm one of the co-founders of a small team building a sales workspace. Before that I spent a lot of time on cold outreach, discovery calls and way too many spreadsheets. Autumn is conference season and I'm planning my calendar right now. I'll be at Web Summit, and I'm still deciding on a few smaller events. Honestly, some of my best conversations last year happened at Riga COMM ...

... building - Who it's for - The hardest part you're solving right now Will read everything and upvote what resonates. Comment from Ognjen Adzic(@ognjenadzic28): @nolan_vu  I like that way of thinking about it. "Irreversible vs. reversible" is a really clean way to frame it. That's actually pretty close to how we're approaching PennyOne. Our view is that autonomy should be earned. If someone consistently approves a certain type of action with little or no editing ... ... something a lot of indie devs actually need. Finding real testers is honestly one of the hardest parts of early launch. How do you keep the feedback quality high, is there any incentive for people to give thoughtful ratings vs

... paid off for you? Comment from Imed Radhouani(@imed_radhouani): @sarah_butler1  That is a thoughtful question, and it gets at the core tension of any link network. The short answer is that we do not force direct competitors to link to each other, but sometimes they still choose to. In practice, the goal of a network like Ranklink is not just to generate links, but to build genuine connections between site owners who share a topical interest. When ... ... members are direct competitors

... Martin from RealTestData . I ve founded RealTestData s.r.o. last autumn and I m looking for feedback here. RealTestData is a B2B product to help companies with test data by generating synthetic test data offline in seconds. All details are on the web page. Any recommendations how to improve my LinkedIn presence? Thanks and happy new year Martin Comment from Nika(@busmark_w_nika): @byalexai   @cookiemovies  Definitely try it, wishing you good luck with that! Comment from Martin Kochloefl ...

... kind of love October launches because I get to actually explore products instead of just chasing the hype leaderboard Comment from Nika(@busmark_w_nika): I think that October is one of those best months as people during colder autumn are more likely to be online. Comment from Igor Lysenko(@ixord): @byalexai  Should there really be this many active users on Sunday? Comment from Victor N(@viktorgems): Interesting observation. I m curious how November or December usually compare ...

... week ago, Y Combinator held its Summer 2025 Demo Day in San Francisco , showcasing over 160 startups and highlighting 9 highly focused ones. TL;DR: The most trending were AI-focused, specifically AI agents. Autumn  Billing infrastructure for AI Dedalus Labs  Connect any LLM to any MCP tools and create complex agents in minutes Design Arena  World's largest crowdsourced benchmark for AI-generated design Getasap Asia Tech-enabled distributor for retailers in Southeast Asia Keystone ... ... Keystone are my personal faves. @busmark_w_nika Comment from Mickey Qiu(@mickeyqiu): I like Design Arena most! It helps me view so many design results by different models! Great idea. Comment from Sheraz Abdul Hayee(@sheraz_abdul_hayee): Autumn

... Larger YOLO models improve accuracy but cost performance; pick models appropriate for your hardware and timelines. For forensic rigor: keep originals immutable; work on copies; capture tool versions, model names, thresholds, and timestamps in reports. Comment from Autumn davidson(@deleted-8811799): Forensic image analysis sounds fascinating from an educational angle. It could teach a lot about tech, security, and critical thinking. Definitely something I d explore if I had the tools. Comment from Kristopher Sorensen(@kristopher_sorensen): Pre-launch link ... ... here; https://www.producthunt.com/prod... Comment from Kristopher Sorensen(@kristopher_sorensen): @autumn

... test assumptions without needing a full consulting team. We ve opened it up for free while we gather feedback, and the first reactions have been super insightful. Excited to keep shaping it with users as we head into autumn! Comment from Nika(@busmark_w_nika): @dheerajdotexe You still have one month left to end Q3 successfully! :) Comment from Nika(@busmark_w_nika): @viktorgems  That's cool, it would be great to integrate it in TT or IG, so people ...

... GemsAround.com is already live in beta a web-based app (no download needed) where you can discover amazing places across Europe(and a bit further than that) and even add your own places that you manage to find. This autumn, we ll also be launching our mobile app on both the App Store and Google Play. Stay tuned and happy exploring! Comment from Victor N(@viktorgems): To all those who commented and did not receive a reply, unfortunately, these comments ...

... start preparing 3 4 weeks before the launch. Otherwise, both days Monday and Friday are good. If you re aiming for ranking, Friday is quite a good option. Comment from Aleksandar Blazhev(@byalexai): @aabreyterman  I d say autumn is actually stronger, at least on weekdays. Weekends are still noticeably slower. There's more traffic compared to summer weekends, but overall weekends tend to be more relaxed. Your app sounds really interesting. I have a feeling it could be quite ... ... Wednesday) and agree weekends are risky despite less competition. Curious to see how it goes. Comment from Anastasiia Breiterman(@aabreyterman): @byalexai Hi Aleksander, thank you for your advice! Will definitely keep that in mind. Does this rule apply for autumn