... your thoughts. The Problem Compliance with GDPR and the upcoming EU AI Act is often reactive and handled late by legal or risk teams, leaving developers to fix things last-minute. Our Idea We re building ComplyLint a developer-first, shift-left tool that brings privacy and AI governance into the development workflow. It helps developers and teams catch issues early, before code hits production. Key features we're planning: GitHub integration Data annotation and usage alerts Pre-commit compliance ...

... like button. Benchmarks, benchmarks, benchmarks Benchmarks should always be taken with a grain of salt . They are effectively a snapshot of a models capabilities under near perfect conditions. Sort of like the Big Mac you see on the ads vs the Big Mac you get in the bag. It gives you a good idea, but they're far from a perfect measure of real world usage. Math (AIME 2025, no tools): 94.6 percent Real-world coding (SWE-bench Verified ... ... Multilingual programming (Aider Polyglot): 88.0 percent Multimodal understanding (MMMU): 84.2 percent Medical reasoning (HealthBench Hard): 46.2 percent Graduate-level logic (GPQA without tools, via GPT-Thinking Pro): 88.4 percent In production, GPT-5 Thinking cuts hallucinations by 45 percent versus

... Most companies confuse AI Agents with Agentic AI, and it s quietly wrecking ROI. We break down: What Agentic AI really is 7 key differences vs. traditional AI agents When to choose one over the other Real-world enterprise use cases (from retail to manufacturing) Cost traps to avoid A practical decision framework for AI adoption If you're building with AI or advising enterprise clients, this guide will help you avoid common pitfalls like: Overbuilding agentic systems for simple ... ... tasks Underbuilding with disconnected bots that still need human handoffs Relying on automation that can t adapt when priorities shift

... coding does sound absurd, let s be honest) blind me to the underlying reality? Perhaps yes. Strip away the hype and the trolling, and what do we have? We have a powerful new way to create software, one that shifts a developer s role from writing every line by hand to steering an AI that generates code ( en.wikipedia.org .) The practice isn t new to me I was already doing it. What s new is the spotlight and the social baggage ... ... away; it just means you get left behind. And fearing that AI will replace us doesn t stop it from advancing; it just leaves us unprepared. This brought to mind a quote from AI pioneer Andrew Ng that really shifted

... both and you need to know how to make your story interesting and relevant. Today, a funding announcement or product launch isn t enough to land coverage. You need to connect your story to something bigger: What cultural shift or trend does this reflect? What timely problem does it solve? Why does it matter to the world outside your company? Give reporters and creators a reason to care and a narrative they can run with. And avoid ... ... point, we use AI isn t a differentiator. Models are quickly becoming a commodity. So if you re leading with AI in your one-liner, it s worth asking: does that truly set you apart? When it comes to competitors

... tech  going from zero to widespread adoption, like the spread of PCs and smartphones. The second big  boom  was:  internet connectivity  evolving from dial-up to 5G, bringing massive  connectivity  and  shifts in content consumption . Whether you were making hardware (like IBM, Apple), building platforms (Google, Facebook, TikTok), or even companies using these  foundational shifts

... began this project thinking I wanted to make something visually sleek the kind of site that just looks amazing, full of cool animations, the works. I thought that was the secret sauce. But then I had a moment that shifted my thinking. Someone pointed out that written instructions or alternative

... most, I'd love to explore them! Comment from Moin Shaikh(@moingshaikh): @busmark_w_nika thanks. Gotta explore it! Comment from Moin Shaikh(@moingshaikh): I dont think AI is going to replace HR roles. Yes we are seeing dramatic shift in how AI is eliminating much of HR responsibilities but its not to say it will eliminate HR role altogether because there is HUMAN in HR which AI lakes . HR roles require emotional intelligence, judgment, and trust-building which ... ... Comment from Nika(@busmark_w_nika): @shatoolshub  I think the same. Curious what other departments/roles are supposed to be "evolved" :) Comment from Nika(@busmark_w_nika): @cheerst  Yep, the different department. Comment from Nika(@busmark_w_nika): @vshpandey96

... several years I have used a utility I built to give me an alternative to the Start menu. I have always preferred being able to right click anywhere on the desktop and have my custom menu options right there. And I don't mean a customized desktop menu on right click, but a completely custom menu, just the programs I want, nothing else. Sometimes I still need the default desktop menu, so if <SHIFT

... just avoid counterfeit products they become a decentralized layer of defense, strengthening brand trust in every market. From Transparency to Action Today s consumers demand more than a quality product they seek proof of authenticity, origin, and safety. This shift creates an opportunity to move brand protection from reactive enforcement to proactive engagement. By embedding authentication capabilities directly into product packaging using Ennoventure s invisible, patented cryptographic technology, brands enable consumers to verify products through a simple smartphone scan ... ... verify it. Beyond QR Codes: Invisible and Secure While QR codes offer a basic layer of protection, they re often static and easily duplicated. Ennoventure s invisible digital signatures embedded directly into the packaging provide a secure, tamper-proof alternative

... devs are going extinct (I m a dev myself ), but I do wonder: Will early-stage startups hire fewer engineers? Will AI handle more of the grunt work while we focus on product logic and creative direction? Could this shift what it even means to be a developer? Would love to hear your thoughts, especially from those using AI tools day-to-day. Are you already doing more with less? Do you think this is a good thing or something ... ... cautious about? Let s talk about where this might be headed. Comment from Priyanka Gosai(@priyanka_gosai1): I ve seen this shift

... been building one myself recently, and honestly, it s been refreshing. No browser quirks, no CSS gymnastics, no worrying about five different viewport breakpoints. Just focusing on the actual experience. Is it just me? Or are you seeing this shift too? Curious if anyone else here is building or using more desktop-native tools lately Comment from Sandy Suh(@sand1929): I'd be curious to know what the developer experience is like these days. I have no experience with desktop ... ... based frameworks like React always seemed to have a lower barrier to entry to me, especially since you don't have to worry about accommodating Mac vs

... Product Hunt , We started PoliteAI as an AI Hub for teams, giving access to GPT, Claude, Gemini, and more. But teams weren t just chatting with AI, they were collaborating. So we re making a bold shift. PoliteAI is becoming an AI-native communication platform Think Slack, but with deeply integrated AI that helps you write, summarize, translate, plan, and more right inside every conversation. Group chat, DMs, threads Built-in AI Assistants that actually help Lower, more straightforward pricing ...

... more on business owners than end users. Many business owners didn't recognize the value knowledge management could bring to their companies, which made it difficult for us to gain traction in toB. Faced with this challenge, we decisively shifted our strategy to focus on toC, targeting note-taking and small team collaboration scenarios. Our product quickly gained popularity among individuals and small teams. This strategic shift

... Language Global Detection: Spot trends before they hit English markets Personalized Dashboards: Industry-specific insights for Tech, Finance, Healthcare, E-commerce, Marketing Research-First Approach: Deep trend analysis with optional content creation Real-Time Competitive Intel: See how many competitors noticed each trend The Results Speak: 38.5% trial conversion rate (industry average: 15-20%) Live trending data powers our landing page with real API results Professional positioning that appeals to marketers, researchers, and consultants 10x cheaper than enterprise competitors

... landscape keeps shifting fast, and Mistral AI s recent moves remind us that innovation rarely comes from just one giant. It s fascinating to see a new player emerge with fresh approaches to open-weight models and decentralized R&D challenging the idea that AI progress must be owned by a few massive companies. This raises a bigger question: Are we heading toward a more collaborative and open AI ecosystem, or will the big players always dominate the narrative ...

... whatever you re working on, side-by-side and ready to go. What s new: Native support for tabs in the desktop app Improved panel management; resize panels individually Updated keyboard shortcuts: Cmd+Click now opens a new tab Shift+Click now opens a new panel Cmd/Ctrl+T opens a new tab, just like in your browser Ctrl+Tab/Ctrl+Shift

... Will AI replace data analysts or just transform their role into something new? What tasks are you already automating? Are there risks in removing too much human context from data work? Curious to hear how others are navigating this shift especially those building or using data-heavy tools. Comment from Supa Liu(@supa_l): @arvoantoni  Totally agree. Right now, AI primarily plays the role of an assistant enhancing the efficiency of existing workflows. Humans, on the other hand ... ... providing context, and guiding strategy. What I'm seeing and working on automating are the repetitive, pattern-finding tasks: Calculating and monitoring a wide array of metrics that are important but time-consuming to track manually. Automatically spotting significant shifts

... part... turns out, convincing people to use it is an even bigger challenge! After some discussions with potential users, it appears that it is critical to emphasize that AI is a support to humans, not a replacement. When I shifted from "AI that works for you" to "AI that provides you with options you can approve" in user testing, the reaction was completely different. Some practical strategies that seem promising: Human control by design - keep the user in control ... ... driving adoption. I ve faced similar challenges. One thing that helped was letting users see value before understanding the tech like giving them small wins early on. Also, transparency around how data is used (and not used) can really shift

... People don t buy tools. They buy results. My 3-part story formula Here s the structure I use for every launch now: The Pain : A relatable moment (e.g. you built something cool but no one shows up ) The Shift : What you realized or how the status quo is broken The Promise : What your product unlocks (in simple, concrete terms) This is how you go from neat tool to holy sht I need this. * The best launches FEEL like ... ... landed at a better time. I ve been deep in features and polish-but your line People don t buy tools. They buy results. pulled me right out of that rabbit hole. Going to rework the message using Pain Shift

... down. >Getting things out there, learning, and improving along the way that s what really helps you grow. Since then, I ve embraced this mindset: Done is better than perfect. What about you? What s one mindset shift that helped you move forward in work or life? Let s share and learn from each other! Comment from Rags(@ragsontherocks): 'Slow down to speed up' - At times when I feel like I'm trying to do many things at once ... ... found myself re-reading written emails or texts dozens of times before sending them (even the causal ones) when in reality, it probably wasn't really that serious. Perfectionism wastes a lot of time. My fundamental mindset shift

... since one of the ways people use Product is to find the best products. A question in my mind is how much do we optimize Product and catalog to show up in ChatGPT? E.g., maybe build an MCP server vs. how much do we prototype conversational product research within Product Hunt? Comment from Rohan Gayen(@admiralrohan): @busmark_w_nika  For search use Google, but for coding shifted

... used to be fashionable to be "in stealth," but then our collective wisdom shifted to "launch early and launch often." In my experience, there are two good reasons for this: The first reason is that it's often more important to figure out whether people want what you're building than it is to figure out whether you can build the best possible version of it. Launching early gives you the opportunity to either pivot or iterate quickly. Launching ... ... here. Startups aren't a race. They're a marathon in an idea maze, and you're far more likely to reach a dead end and kill your startup that way than you are to be crushed by a competitor

... curious: Are these AI tools genuinely making us more productive, or are they just adding to our to-do lists? How do you manage the balance between leveraging AI and maintaining quality over quantity? Have you experienced a shift in your workflow since integrating AI tools? Let's discuss the real impact of AI on our daily lives. Are we becoming more efficient, or just busier? Looking forward to hearing your thoughts and experiences! Comment from steve beyatte(@steveb): @parth ... ... send and the decisions are made before I pick up a chatbot. What's an example of something that has become burdensome that falls into those categories? Comment from Elissa Craig(@elissa_craig): I think AI has just shifted

... everyone! I m the solo founder of Shift , an AI-native text & code editor that works anywhere on your laptop, no switching apps or breaking your flow. Just highlight double-tap Shift