... signal interpretation Topics covered: - AI-generated PR noise and low-context changes - Why looks correct isn t enough anymore - How agentic analysis can surface why a PR is risky before merge - Where static rules and agentic guardrails should coexist Our approach is intentionally defensive, not prescriptive. If there are review patterns you re seeing that aren t covered yet, happy to turn them into new rules - that feedback loop is the whole point. Read more here: https://medium.com

... took me 15 minutes). It's almost like how, once someone starts using an iPhone, they don't want to switch back to Android. My main headache with auth/permissions was trusting Lovable to do it well. Those topics have to do with security, and that itself is a very important part of an app. Lovable has a security system that finds all vulnerabilities, but even Lovable themselves say it's not perfect, and multiple runs are recommended. I haven ... ... engagement loops. each app does one thing then gets out of your way Comment from nim(@sup_nim): building speakeasy ios app that converts article urls into audio. paste a link, get a podcast-style listen. works for substack, medium

... user sees and approves every query before it leaves. Sensitive names and details are stripped automatically. The answer comes back with citations from real sources Launching on Product Hunt March 6th Comment from Cait M(@pacalacait): This topic is close to my heart. I'm actually building a web-app (a visual management system) using agentic coding tools (what that one guy called vibe coding). It's a bloody great app and I know I've built something incredible... that ... ... keys to the house. Comment from Gianmarco Carrieri(@giammbo): The mental model I use: trust scales with reversibility, not just sensitivity. Read-only tasks (research, summarize, draft) = high trust. Reversible writes (save a file, create a draft) = medium

... clunky. I d manually copy the outputs and publish them on Medium, then later on my own site (notesbysdg.com), where I also added audio narration. That s when a couple of friends asked a simple question: Why isn t this automatic? So I built xNoiz. xNoiz generates hyper-personalized digests automatically on a schedule, without relying on ChatGPT sessions or manual uploads. Everything is: Organized by topic

... farmers who want power, durability, and affordability. As farmers search for reliable machines for various field operations, Preet tractor price has become one of the most discussed topics in 2025. The brand is known for offering strong performance at a budget-friendly cost, making it a perfect choice for small, medium

... realised how important videos are in search results. This and the previous week, we reached out to many creators for custom videos on various topics that include the client's product. (I gained some overview about prices for such a video and need to say that if things go well, it can be a good investment in the long term). How many of you are going to invest in YouTube next year, and what results do you expect from that ... ... busmark_w_nika  The more creators make a video or write an article, the better it is for us. We don t have a specific target - I just keep doing it continuously :D But I haven t contacted Medium

... kavyashree_s1): @tetiana_hryshmanovska  Sure, I'll ping you on LinkedIn and send you the link when I publish the essay! Comment from Charlene Zhang(@charlene_zh1): @busmark_w_nika   @kavyashree_s1  Do your articles on Medium get organic traffic? Comment from Charlene Zhang(@charlene_zh1): Finish our ongoing project - while the work is all on the tech team Master beginner photography fundamentals Ramp up video posting (for hobby) Comment from Kavyashree S(@kavyashree_s1): @busmark ... ... Tetiana(@tetianai): @busmark_w_nika  thank you for that question! @kavyashree_s1 Please ping me when you publish that essay! I ve added you on LinkedIn, so feel free to share it there. It s such an interesting topic

... sources tend to be the better ones. For me: The Economist The Financial Times TechCrunch I get a lot of inspiration from here on the Product Hunt forums (topics) Which source of information do you think is worth following? Comment from St phane Paillard(@stephane_paillard): I go all in with Medium

... allowed me and many others to - like already said here, to focus on concepts and ideas business or otherwise that were previously too difficult and thus expensive to implement though manual coding.. Comment from Alessio Di Salvo(@ale206): Nice topic. To me, it depends :) I could create from scratch and an empty project a proof of concept of a simple mobile app in Android Studio by connecting it to Gemini API, and prepared to launch it here too in just ... ... take over. Again, I read every line Comment from Alejandro Esquivel(@alejandroesquivel): @minach  For the tasks I let agents handle in autopilot, low effort tasks I feel can be one shotted with the latest models, for medium

... productivity space, and we used social media where tips or advice on work were helpful. This definitely includes LinkedIn and Facebook :) Comment from Daniel Zaitzow(@dzaitzow): @busmark_w_nika whats our stance on Reddit as a medium. I like FB / LinkedIn for our non dev demo Comment from Alex Troitsky(@alextroitsky): @busmark_w_nika  blog, programmatic pages, referral links, optimisation of the app :) Comment from Alex Troitsky(@alextroitsky): Why no one says SEO? It's great long term. Comment ... ... from Nika(@busmark_w_nika): @dzaitzow  Reddit is the place where people go for advice, so people trust people there. But dunno how often people click on your profile and links. I think it is better for discussing topics

... boost formats they want to grow to stimulate more adoption. If short video is strategic, Reels/Shorts get oxygen (I can tell you from watching them roll out from the other side they were PUMPED). Same as the cycles of medium video to long video on YouTube. Why? You can serve more ads in long video. Know the priority each quarter per platform, and you know what gets extra lift. Your agency: shape what you see (and what sees ... ... founder/startup/creator: Design for the success signal (completion, shares, replays). Version for the room (Feed Explore Reels). Ride new formats early - they get bonus reach. Cluster by theme so the system can recommend you faster (avoid generic topics

... range keyword strategy and started targetting TOFU words, more pillars, long-tail keywords, etc. Frankly, I wouldn't do SEO like this today. I'd focus much more on founder-led content and unique perspectives and distribute across channels (Medium, Substack, other outlets, etc. ) vs. trying to keep the canonnical article on the native blog only. In other words, more mentions and omnichannel presence vs. trying to keep unique content on the blog. Hope that helps! Comment from Peilan ... ... busmark_w_nika  That's a tough one for sure. Here are some tips: 1. Work on a small project first and see if you gel. Clarify expectations before you begin work. There are great questionnaires on the topic

... works..it blew my mind..they have recently also raised an undisclosed big amount of funding (can't mention).... Comment from Atique Bandukwala(@atique_bandukwala1): @busmark_w_nika  also to add something here while we are discussing this topic...please do check out @Vidopix Video is the New Data platform as well...we made this platform with one intent only...to understand video content before it gets published so that it can be optimised for better impact and performance ... ... time. Curious to hear what others have paid and what actually moved the needle Comment from Andrew Jameson(@andrew_jameson111): We don't have the budget for this, haha, it's a joke For startup teams, we often choose medium

... another one on TikTok they had like 200k and 400k followers but hardly to convert them into paid users. That one YouTube creator talking about tech with 5k subscribers was more successful. We chose them according to the topics they were talking about. The big creators talked about motivation, mental health/productivity, and that YT creator purely tech reviews. Comment from Ran(@a11yexpert): Accessibility isn t mass-market, so we don t chase mass reach. We ve worked with people ... ... strategy. These aren t typical influencers , but they have influence. Comment from Klemens Dreesbach(@klemens_dreesbach): In my commercial projects (e.g. tech, logistics, media and telecommunication) it was easier and more commercially succesful to work with micro to medium

... Medium page in details about it. A few suggestions: - Before implementation, brainstorm and agree on a solution together with the model and document every major feature (with alternatives, why the decision is made, the details etc) - Pay high attention to the thought process after each prompt - More than the output code! Roll back and adjust the prompt to direct it better. - Keep chat history to at most 3-4 prompts! Keep the scope atomic and don't mix different topics

... taken me to get to where I am. When it becomes overwhelming, I reach out to friends to hang out with them. The talking usually gets my mind of things, and as we talk and drift through topics, sharing ups and downs, I calm and steel myself towards the future. The execution mindset, you may call it, because I've started to focus on executions of recent Comment from Chibuzo Odigbo(@franklivania): @busmark_w_nika  I have some founder ... ... noticed For startup stuff, I usually check: Indie Hackers YC Startup School (their YouTube s solid) On the growth side, I m into Lenny s Newsletter Used to read a lot of Sean Ellis and Brian Balfour on Medium

... your question. I ve already implemented features like scoring, feedback with the correct answer, and suggestions for improvement. Now, I m planning to add a simple dashboard showing the user's streak total questions attempted, correct and wrong answers, topic-wise performance, etc. I also want to introduce a badge system to make learning more engaging and help users track their progress better. As a solo founder working on my first venture, I m always open to feedback and suggestions ... ... user scans the WhatsApp QR code or generates the website script, the workflow is triggered. The workflow will be created in the future. Comment from Lautaro Nievas(@lautaro_nievas): @jakecrump  Exactly my friend! It's focused on small and medium

... them crazy :D Comment from Malith Gamage(@malithmcrdev): I am a maker working on zapdigits.com and these are mine: Task Manager: Notion Linear Design: My girlfriend (UX designer) Development: Cursor Github Inngest (Background jobs) Communication: Brevo (API) Slack Gmail Medium LinkedIn X Additionally started using: Attio Videco.io Comment from Angelina Shevchuk(@angelinashv): Not to repeat what was said, I'd love to feature Hotjar. I am a marketer and I use it to watch the recordings of users' activity ... ... files, copy file paths, take screenshots, record screens, and more. Comment from Jean Willame(@jean_willame): @busmark_w_nika  Yep, exactly it's this one ! Comment from Jean Willame(@jean_willame): Hey @busmark_w_nika thanks for the topic

... PDFs and automatically categorize them (llm) really there is nothing this tool does that you couldn't do in excel / google sheets. It (in theory) makes it really simple for someone to make a dashboard that would be medium-hard to make in excel. For example: my partner hates looking at her finances. there is nearly a 0% chance she will ever boot up excel and start manually entering transactions. she is biased, but was at least able to spend ... ... definitely broken and somehow I hadn't noticed. Weird how you look at something every day and stop seeing it.... Comment from Uri Bram(@uri_bram1): @steveb  thanks, appreciate it! Let me add a line conveying possible topics

... messages and notifications. There's a learning curve, but manageable I learned how to do this one one productive Saturday morning. If you're struggling or need guidance, feel free to reach out directly - it's a fairly loaded topic. Analytics & Building Your Own Admin Tools Easily integrate Google Analytics by simply inputting your measurement ID into Bolt for basic user insights. Remember to ask it to track key events across your application. Alternatively, build your own internal admin ... ... over replit, lovable, something else? Thanks. Is this post available somewhere else? Perma links on PH can be a bit fickle Comment from Andr J(@conduit_design): congrats! I follow you! ... substack is awesome. Network effects, mailchimp, medium

... probably a continuum, and multi-dimensional, or "fractal" as you say. Comment from Terrence Kelleman(@terrence_kelleman): @konrad_sx Thanks for jostling my thoughts some more on this topic. I started to respond with a comment here but it grew and grew and now is a draft on Medium

... Listings Use a directory boilerplate and manually curate 40 50 listings. You can set up your directory within a day or two. Step 5: Write & Publish Blogs Write 1 2 blogs on your website and other platforms (e.g., Medium, Daily Dev, etc.). These blogs usually get indexed within a day or two. Step 6: Launch Your Directory List your directory on r elevant platforms like Crunchbase, SaaS Hub, Peerlist, Uneed, Microlaunch, etc. [Self Promo]: If you don't have ... ... domain rating, backlinks, and visibility. Step 7: Wait (Yes, Really) Patience is the key. Let your directory gain visibility. Step 8: Track Traffic & Identify Blog Ideas Monitor which pages get visits. Use this data to create blog topics

... review work. Split Inbox & Auto Labels . You can then also split your inbox using your own Auto Labels. So even when your inbox is overflowing, you can jump to a specific topic and then get through emails of the same type, at the same time. Emails that write themselves Auto Drafts . Superhuman will now automatically draft replies to emails that need you to follow up. We ll soon draft replies to every email that needs a response, using your ... ... ayyangar): @mattgarrepy   @rahulvohra  And then maybe agents on the other side (on the receiving side) will be reading your email... it's kind of like agents talking to agents. Then we will have basically turned a messy medium

... This is probably one of the most debated topics in the startup world: Should you build an audience before you launch, or is it better to launch first and grow your audience afterward? I ve seen both approaches work, but each comes with its own set of challenges and rewards. - Building an audience first means you're creating buzz, validating your idea, and nurturing a community of early adopters who are invested in your success. But it takes time, patience ... ... does not guarantee that you will successfully create an engaging community. That's my take. Keep hustling! (very interesting post, nice!) T Comment from Marc Andrew(@mrcndrw): For my design system; Cabana, I built an audience first over on Medium

... this: VATMOSS General Data Protection Regulation (GDPR) Digital Services Act (DSA) Digital Markets Act (DMA) ePrivacy Regulation The AI Act ...and many more Which all had good intentions, but made it very difficult to comply as a small or medium business owner. Sure if you're a billion dollar corporation, you can hire bookkeepers and lawyers to comply. But if you're a one-man or small startup? Last year around April, the data finally started showing what I felt ... ... improving. Comment from Raphael Schaad(@raphael_schaad): @levelsio  Awesome, thank you! Comment from Raphael Schaad(@raphael_schaad): Hi Pieter, I'm hosting an AI conference in Vienna in September with 590 AI enthusiasts. I want to address this topic