... Shalini, founder & CEO of Tenafli Inc. building AI for real-life impact. After 25 years in tech (9+ at Amazon on Alexa), I m now creating: Henrie.ai (AI financial coach), Agefully (wellness for older adults), and Henrie

... 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 ...

... your pricing model? Is it the fear factor? Are you worried about picking the "wrong" price and scaring customers away? Stressed about not having enough customer research or willingness-to-pay data? Paralyzed by all the big decisions (freemium vs. paid, tiered vs

... landing page - it worked! But when I tried building the actual app, I hit walls constantly. Complex bugs, insufficient insights, running out of credits without real progress. The breakthrough: Ditched the fancy Vibe-Coding platform, went first to Claude + VS Code + GitHub, then Claude Code + VS

... Chibuzo Franklin, a Software Engineer with an active interest in AI and Web3. I am obsessed with beauty and functionality, hence my title: Frontend Excorsist. Fun fact, I believe being a developer makes you a better designer. Not much for long talk, but I'll be launching a couple of products here, and I look forward to the community for guidance. That said, Go or Python ...

... building SmartDial for outbound sales teams and shipping fast. Right now using Firebase, and it s getting tricky balancing speed with stability. Curious how do you manage staging vs prod environments when you re still validating and iterating weekly? Do you set both up properly from day one, or fake it until things stabilize? Comment from Brandon Rubinshtein(@brandonshtein): @rolambuilds , I can only speak from my own experience. Our product flow always has the customer in mind. First, we speak ...

... 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

... AirTags it seems many of my customers at Mighty Wallet have had the same idea, give me a pocket to put my AirTag! That's a Terrible Idea! Customers often ask for the wrong thing (like the famously misattributed Henry Ford quote) because they don't realize that other design possibilities exist... but this is motivated me to I set off to make the thinnest wallet finder in the market - stuffed with cool tech that is launching soon on @kickstarter ... ... lifetime solution. Nowadays if you make wallets and don't offer RFID it's like you are denying a huge chuck of the marketshare of potential customers. I witnessed this first hand over a decade as my competitors

... Pocket over a decade ago. I was even in touch with Mozilla when they were actively looking to have "read it later" solution in their browser. I was definitely a tough business to be in, very hard to monetise, hence why we ended up pivoting. Comment from Adam(@adam_gray6): Got access to the early beta of Truffl . Still early in their product development, but love the product so far. Can't recommend it enough for saving and searching ... ... gamifykaran): Pocket has been my favorite read-it-later app for saving articles, stories, and videos to read later. I m really going to miss how easy and dependable it has been. I have shared the best 5 pocket alternatives

... together. Prompting Tips That Actually Work Be spatially specific. Use keywords like "left", "right", "centered", "aligned to bottom", "spaced evenly" to help the model place elements correctly. Mention device behavior. If it should behave differently on mobile vs desktop, say so. Ex: "stacks on mobile, grid on desktop". Use visual vocabulary. Mention familiar UI terms like "modal", "toast", "card", "hero section", or "split view" to tap into known design structures. Give UX intent. Add the why: "Add white space ... ... want to avoid scrollbars, animations, shadows, etc., say so. Don t forget empty states. Great design considers what happens when nothing is there say "show a placeholder when list is empty". Test prompt variants. Swap words like "tile" vs

... kind of stuff would completely get past a bot but be noticed by a real person immediately. Good luck with your project. I think it'd be really helpful to a lot of makers out there! Comment from Ed Henderson(@edhenderson): @jakecrump  Cheers Jake, really appreciate a nice response Three common mistakes I see, wow. I could answer this a dozen different ways as things are always changing. Off the top of my head right now: Vague content ... ... with six CTAs fighting for attention and the user bails. All stuff a real person would spot instantly, but bots just give you a passing score and move on. Hope that helps mate, cheers! Comment from Ed Henderson

... personally look at packages and am okay downloading things from internet devs but I'm curious what folks here think? Would distribution hurt download chances? Awareness: This is pretty much the same imo other than App Store search vs SEO but curious if anyone has had negative/positive experience regarding discoverability either through App Store or self-distribution Payments : I would probably use something like @Superwall but am curious what the best way to introduce a " free for 7 days then ...

... 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-only analytics dashboard for more detailed engagement tracking, such as daily and monthly active users, and specific engagement metrics. Once your app is live, monitor feature that are getting used the most and proactively prune features that ... ... prompt it with: "What s a secure but simple way to implement this? Do not make code changes yet" Bolt often defaults to generating numerous Supabase hooks, which may impact performance negatively. Clearly distinguish when to use backend APIs versus

... been helping out our marketing team recently with product marketing on socials, and one challenge that keeps coming up is: How do you define the right North Star metrics for social and content marketing when everything is shifting? Engagement vs. Reach Is virality more important than meaningful interactions? More Followers vs

... seen Product is waitlisted People schedule a draft.... (we have a draft function!) Maker's profile is their product/business and not an actual user account Tagline does not describe the product ie. "Best way to earn users" vs "Capture user data with a single button in your iOS app" Too much marketing jargon, not enough product description / story NO PRODUCT SHOTS/VIDEOS -> just marketing fluff images Only one image that is a low quality screenshot Using a paid service ... ... they get what you're launching? If you can quickly Google a solution that similar to what you're launching then really make sure your launch stands out. Focus on highlighting what's special about your product vs

... teams all look good, we'll then go wider by default. Comment from James Hawkins(@james_hawkins3): g2 doesn't feel authentic / have minimal idea how much traffic it drives. i think we pay them defensively as all our competitors seem to have gone nuts there so we looked super weird to not have a good presence. with product hunt itself, being really direct, b2b saas has felt painful to get as much traffic as productivity or hobby developer based ... ... stuff here regularly and get some traffic if it's good enough. if we build up lots of reviews etc along the way, that'd be awesome. the "pay g2 to let us look mature relative to our competitors

... Threads was formed by trying to compete with X, when there was an exodus of people from X(formerly twitter) after twitter was changed to X. If you build a product by focusing on how to outcompete your competitor, you don't end up winning with your audience. If you build a product with the mindset of improving upon yourself constantly based on feedback and customer review you win the audience. Philosophy behind this Finite versus

... this last bit is important - with a lot of massaging, I can create custom reporting and dashboards in Rippling, but it s a slog to make edits without needing to get into the complex underbelly of the data structure. Hence why I went back to Charthop (more on that later) Responsive customer service - I m not talking about just good customer service, but it needs to be timely. I don t think 24 hours turnaround time feels unreasonable ... ... Deel to @Wise which makes it realllly easy to be a working nomad. I agree with you on @Lattice - it's pretty powerful but I do think it could help managers and leadership by being a bit more proactive vs

... been using @Spacemacs for a few years now. Recently, I started using @VS Code to "see what I was missing". I liked that linters and such seemed to work a bit smoother out of the box. I kept hearing: VSCode

... actually performed better in one key area. While 3.7 is more advanced in many ways, I've found it to be too docile - it rarely pushes back on questionable requests. Claude 3.5, on the other hand, would often suggest alternative (and frankly better) approaches when my initial idea wasn't optimal. This constructive resistance from 3.5 led to better outcomes in my development process. I value an AI assistant that acts as a thoughtful collaborator rather than just following instructions ... ... quadratic  Coool! It looks good. Have you compared it with Claude 3.5? Comment from Victoria Wu(@victoria_wu): @andres_vlaeminck  It s interesting to hear that you found the 3.5 version to be more proactive in offering alternative

... things you need. Comment from Stephen Maden(@deleted-5170705): Not shocked by your reacti0n at all. Comment from Rajiv Ayyangar(@rajiv_ayyangar): Tell me more! What kinds of things are easier to find? Comment from Rajiv Ayyangar(@rajiv_ayyangar): @henry_habib Glad to hear it! Comment from Henry

... editor journey has been: 1. Tried out Github copilot in VS Code. Loved it. 2. Then tried out @Cursor after @bernatfortet kept talking about it. Immediately switch to Cursor. 3. Then tried out @Windsurf after @lagap discovered it. Immediately fell in love and switched. Anecdotally, everyone is talking about Cursor. And no one is really talking about Windsurf. On Product Hunt, Cursor has 845 Shoutouts. Windsurf has two? In my experience, Windsurf is the leader at the moment with ... ... both Cursor and Copilot and I prefer Copilot. Comment from Bernat Fortet Unanue(@bernatfortet): @andyzg3  a bit frustrated with Cursor's latest updates so I gave windsurf another try. The onboarding issue is still there. Are you importing VS

... Looking to understand the differences between AWS's machine learning offerings? I've written a comprehensive comparison between AWS SageMaker and Amazon ML. This article explores: SageMaker's end-to-end ML capabilities vs. Amazon ML's historical approach Detailed analysis of SageMaker's features including Studio, Autopilot, and Ground Truth Implementation best practices and cost optimization strategies Practical recommendations for teams starting with machine learning on AWS Whether you're a data scientist, developer, or decision-maker, this comparison ...

... view-only. Users should not be able to download them (to prevent sharing) It should be hard for motivated individuals with the intent of piracy to replicate the pdfs easily I feel I have sufficiently delivered on the requirements. Hence, I am thinking of launching this digital library as a SaaS. Have you even felt the need of such a digital library? Kindly let me know your thoughts. ........................ At the beginning of the gig, I felt that this digital library ... ... addresses some important issues related to selling PDFs, hence