... 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

... everyone! Co-founder of Roundups here which launched earlier this year on PH . TLDR; AI analyzes products and generates guides that influence buying decisions. Creators generate revenue when an audience gains insight and makes purchases. Not here to promote the product but I just wanted to introduce myself and gauge the temperature for a Substack for Products. We initially launched as a content play for bloggers trying to stay relevant in the age of AI with high value content ... ... easy monetization, but with Google killing SEO, unless you have an existing blog and audience, you would have a mountain to climb to realize value from Roundups

... also reminded that the speed that start-ups are capable of gets faster every year, especially with AI. As for hesitations...sometimes people balk at the dilution, but generally speaking, the higher price that startups command in their next round at Demo Day more than compensates.     https://www.ycombinator.com/apply Comment from Alex(@alexs99): We just applied to YC! Together with my brother Chris (@chrissxxn), we re building Payro, a visual invoice builder powered by AI. It lets users ... ... well does it actually work? Comment from Rajiv Ayyangar(@rajiv_ayyangar): @jonayed_tanjim  I'm not close enough to Webhooks to understand if this is a valuable problem to solve. But if this is a common build vs

... VichaarVerse. Hey Product Hunt community! Over the past few months, we ve been building VichaarVerse a student-led digital magazine that explores India s startup scene with a unique twist: > Instead of only covering unicorns and mega-funding rounds, we spotlight early-stage founders, untold student journeys, grassroots ventures, and youth-centric innovation. But here s the deeper mission behind it: We want to spark entrepreneurial thinking in teenagers especially high schoolers not just as future startup founders ... ... Cross 10,000+ Views Post-Launch Following the successful release of the first edition of VichaarVerse Startup Magazine, one of the most impactful factors in sustaining momentum and extending our reach was how we leveraged social media platforms and alternate

... sucks. Most platforms either throw random questions at you, or expect you to watch hours of YouTube hoping something sticks. It s either too passive, too fake, or just boring as hell. InterviewOS is different. It simulates full interview rounds with an AI interviewer that actually talks to you, asks follow-ups, gives real-time feedback, and scores your answers. You can practice tech rounds

... been working on voice-first AI for a while and our team recently built an autonomous interviewer handle an entire first-round call - questions, follow-ups, scorecard, etc To me as a founder it's magical because it solves a huge pain point for us in hiring. I d love to your thoughts What s the very first feeling or word that pops up when you picture an AI running your screening call? Actual experiences: If you ve been ... ... candidate or recruiter with an AI in the interviewer s - how was your experience, and why? What would help you feel totally okay letting AI handle that first round

... defense are doing extremely well now, also because of the geopolitical situation in the world. For example, an Estonian VC firm Darkstar invested in purely military defense tech, especially from Ukrainian startups. The fund recently closed its first 15M round (target: 25M) and backs startups like FarSight Vision (geospatial drone tools) and Deftak (drone ammunition). Comment from Dheeraj(@dheerajdotexe): Even as someone that's genuinely passionate about AI, I share a little in your pessimism. I find it hard ... ... filling a lot of shoes. Comment from Nika(@busmark_w_nika): @ixord  Gauss curve. When nobody does it = risky (because the market is not prepared and it is unknown). When many people do it = risky (too many competitors

... specifics. Hope that helps! Comment from Tijs Teulings(@_tijs): Claude code has been available in the default Claude plan for a while now. Limited tokens per day but enough to get shit done. It integrates quite well with both vscode and cursor so I actually use both. When you run the Claude command in a cursor terminal you can easily set it up with the dedicated Claude code command which will add a little Claude button to your editor. Tapping ... ... stack. I haven't used Cline yet, how do you like it? Comment from Matthew Ferrin(@matthew_ferrin): @hi_caicai  I think you re right, and there are some workarounds. Claude Code now opens a temporary tab in VS

... about 10 % of a company. Step in after seed money but before the usual Series A. Back teams who can build and improve AI products super fast. YC itself is putting money into the fund. They say this middle round is the spot where many founders get stuck. Why this matters to me (and maybe to you): That post-seed gap is real; I ve seen promising products stall for months searching for the next big cheque. Standard says iteration ... ... gone and now two pillar partners leaving, I m wondering how the classic YC playbook will evolve. What do you think? If you re raising now, would you jump for a big cheque this early or keep stacking smaller rounds

... explorers! Welcome back to the 7th edition of your favorite AI & tech roundup! From phones turning into mini-geniuses to AI shaking up hiring and even smart collars making dogs feel like royalty, we ve got a little bit of everything to make your day brighter and smarter. So buckle up, sip that coffee, and let s jump into the fun side of tech. Microsoft Bing s AI Video Maker Just Dropped! Hold up! Bing just unlocked a free ... ... skip the snooze-fest and get straight to the point. It s like having a mini assistant who reads your inbox so you don t have to. Less scrolling, more doing, finally, email made easy! ( Source ) AI vs

... places, but it's not easy to always save money for trips. So, I keep on finding cheap deals on flights, hotels, transport, etc. Last year, I visited Prague for 3 days for approx 70 (plus daily expenses) 19 round-trip from London 40 for the hotel 11 for 3 days of unlimited local transport And it's not the first time that I was able to find cheap deals on destination. I always enjoy doing it even ...

... open rates? Try these 7 proven title formulas to help attract more readers and build a loyal newsletter following. The Weekly Digest "The Weekly Digest" is a classic and versatile newsletter title that immediately communicates its purpose: a regular roundup of essential information. The [Industry] Insider "The [Industry] Insider" format positions you as a knowledgeable source with unique access to a specific field. The [Number] Things You Need to Know This Week This catchy newsletter title formula provides a clear ... ... concise promise to your readers: essential information delivered in a digestible format. The [Brand] Letter This simple yet powerful approach leverages the inherent intimacy of a letter, fostering a personal connection between you and your subscribers. The [Adjective] Roundup

... always been deep in the hiring trenches. We offer interviews as a service, so we spend a lot of time talking to recruiters and TA leaders. That means we hear it all: resume overload, ghosting, fake experience, endless first-rounds that go nowhere. Recruiters were spending hours every week on first-round

... newer, has contextual awareness) Agentic coding assistants: - Cursor - Windsurf (getting tons of traction, especially w/ early startups) - Devin - has way fewer reviews and shoutouts (reviews by startups) on Product Hunt - but another founder spoke highly of it in the roundtable - Codebuff (formerly manicode) - AI agent in terminal  Other coding tools - Graphite - AI code reviewer - we use this and like it a lot Ad creative - Krea - came recommended by a founder in the roundtable

... feedback on. No ego, no fluff just straight-up advice to make your page better. Drop your link below Comment from Ben Griese(@ben_griese): @joshbarkin  I found myself searching for a video or easy explanation of how @Roundups works because the text and images felt a tad too busy. Once I found the video, boom, it clicked. Moving the "how it works" video up and having it auto-play with no audio (w/ an audio toggle) could maybe ... ... griese   @steveb   Lots of actionable takeaways here. You guys are awesome. RE: The video / how it works. I agree with that. RE: Google updates that penalize AI content launching monthly, why should a publisher put a roundup

... 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

... anything! we'll be around 8am pt today for an hour to answer live! Comment from James Hawkins(@james_hawkins3): @will_daubney  trust is a really big deal. with what we do especially because there are gazilions of competitors and we get lots of data sent to us. we thought about it and concluded that transparency was the way to do this and the impression your website creates matters a lot here - if the website is good enough, people ... ... make you look like you've existed for ~3 days. something less polished but more you is more authentic and trustworthy. we also found that by targeting a specific user group - product engineers - and not product managers like our competitors

... link. I think both cover the use case -- which should I use? Comment from Nafis Salauddin(@nafissalauddin): @steveb I didn t know they were bootstrapped. Pretty awesome. FYI Calendly was also bootstrapped for years before they raised a huge round recently. Comment from Nafis Salauddin(@nafissalauddin): I used both. But I find Calendly s UX better Comment from Hangqi Zheng(@hangqi_zheng): @artistro08 what in cal.com s free tier you want that isn t offered from calendly? Comment from Juliana ... ... liked the ui that the "meeting requester" got to see. 3. it seems less corporate or something :) thanks for the thoughtful replies all. Comment from Matt Carroll(@catt_marroll): also just realized cal is totally free for my usecase, vs

... start discussion: Technical: Built on top of a BaaS provider Full KYC/AML implementation for high-risk customers Mobile-first architecture AI-powered document processing system (now repurposed as B2B product) Business: Real unit economics: LTV/CAC was 0.53:1 vs projected 3:1 Customer lifetime: 6 months vs

... 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 ... ... financial models! Comment from Kay Kwak(@kay_arkain): Claude 3.7 is definitely groundbreaking and impressive, but I believe Claude can go even further and evolve even more! Let's go Comment from Christian Safka(@christian_safka): From testing 3.7 vs

... everyone! Emmerita here 1x startup founder with 3+ years of experience in ops, marketing, and strategy within my favorite work environment so far (startups). I joined Product Hunt a few weeks ago, but, well procrastination won this round. Right now, I m thinking about dipping my toes back into building another startup venture, and I m curious when you have a new idea, where do you start executing? With my previous startup, we kicked things off by picking a name ... ... build ugly MVP, launch, and see if people are interested. Then fuzz about details Comment from Evak Chan(@evakk): For me, I would first conduct a simple market research and competitive analysis to see its feasibility and see what alternatives

... today s fast-paced world, customers expect support whenever they need it. Providing round-the-clock service isn t easy, but it can elevate your business to the next level. Let s discuss: > Do you currently offer 24/7 customer support? How do you manage it? > What s the biggest advantage of always being available for your customers? >Could AI help fill the gaps in your after-hours support? We re launching Brilo AI, a solution that ensures your business ...

... help founders grow their networks and fundraise smarter. By leveraging social capital and automating key processes, they re redefining how founders connect with investors and partners. Follow Socap s co-founders on X: @ednevsky, @solonitsyn, @dmitry_star RoundtableRoundtable is building a LinkedIn for investors. With curated investor profiles and a detailed database, they make it easier than ever to find the perfect fit for your fundraising journey. Follow

... launched Roundups this past Thursday and the feedback was valuable. Just a quick thanks to everyone here that upvoted and the overall positive vibes on our big reveal. I had not launched a new product on PH in a while and I forgot how valuable this community truly is in the early innings! Feedback is always welcome and appreciated. https://www.producthunt.com/post... Comment from Josh Barkin(@joshbarkin): @workflo_123 Make it easy to get into a conversation with users ... ... first launch, and we feel the same way. Comment from Olivia Jane Mitchell(@oliviajanemitchell): Totally agree, the PH community really knows their stuff! Congrats on the launch - plenty of helpful feedback here. I'll definitely be checking out Roundups.ai

... 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 ...