... being straight): Pinned/frozen scenarios our fixtures are still mutable on our end, so an update from us can shift your result. No lockfile yet. Drift detection we don't yet warn you when the real API changes shape vs our model. Learning from your own past runs memory is curated per-API patterns, not your team's history. Deep coverage everywhere we import 60+ specs, but the deep failure library is real for Stripe/Paddle + a handful, thin beyond that. Auto ... ... applying the fix, or offline/self-hosted not this tool (yet). Languages: it's language-agnostic. The sandbox lives at the API layer, so you point any SDK or HTTP client at it Node, Python, Go, Ruby

... budget later" and I just moved on. Should have asked who actually signs off. Found out six weeks later it was never going to happen. Curious what everyone else's is. We're using these to work out what Ruby should be catching. Comment from Gal Dayan(@galdayan): mine's from a demo call - a prospect said "yeah this looks like what we need" and I took that as a green light instead of asking who else needs to sign ...

... product. Also, considering AI subscriptions, AI API keys, and credit systems, it seems that some app builders rolled out a third business model that is way more expensive. Relying on API keys only seems fairer to us. Comment from Ruby Diaz(@ruby

... someone installed it manually years ago and nobody wrote it down anywhere. Does ota detect flag "no version pinned anywhere" as its own warning category, separate from an actual mismatch? Comment from Omri Ben-Shoham(@omri_ben_shoham1): local vs CI is where it bites me most, specifically env vars and service versions someone set once by hand on their machine years ago and nobody wrote down. CI catches it eventually but usually as a red build with a cryptic ... ... from Ethan Marshall(@ethan_marshall): @faithada New laptops are the fastest way to expose old setup problems. Comment from Sophie Myers(@sophie_myers): @faithada Have you ever fixed the code only to realize it was the environment? Comment from Ruby

... poor segmentation and/or subscriber tagging Comment from Marc-Aurele Legoux(@marcusaureliusdigital): @sebastian_patterson  Depends on the industry. But in most cases, it's the ones attached to some sort of commercial/transactional intent. Comment from Marc-Aurele Legoux(@marcusaureliusdigital): @ruby_diaz1  I mostly work with SMBs. Comment from Marc-Aurele Legoux(@marcusaureliusdigital): @galdayan  That's a good one. What tools are you using to track this? Comment from Ellie Russell(@ellie_russell): @marcusaureliusdigital Does every product really need ... ... back campaign? Comment from Ruby

... signing, I d make consent, permitted uses, deletion, and the dataset license explicit at capture and export rather than assume the app s GPL license covers the samples. That governance may matter more to adoption than the paid-versus-community split. Comment from Ethan Marshall(@ethan_marshall): @sundar_balamurugan If someone contributed their first improvement tomorrow, would that change your thinking? Comment from Sundar Balamurugan(@sundar_balamurugan): @pablo_ani   @eduard_turea  Thanks for the comment Eduard ... ... huge room here. Comment from Sundar Balamurugan(@sundar_balamurugan): @sophie_myers  For this bigger userbase Comment from Sundar Balamurugan(@sundar_balamurugan): @rahulbhavsar  Understood. Will move out in this direction now. Comment from Sundar Balamurugan(@sundar_balamurugan): @ruby

... Product Hunt launch Every bit of support helps us reach more people who are stuck overpaying to send money home. Thanks for being part of this journey with us! https://www.producthunt.com/prod... Comment from Variindar Vaissh(@variindarvaissh): @ruby_diaz1  Pretty competitive, this round narrowed down from over 2,100 companies nationwide. Making the semi-finals from that pool is the part we're still a little in disbelief about. Comment from Variindar Vaissh(@variindarvaissh): @sophie_myers  The customers ... ... Product Hunt launch Every bit of support helps us reach more people who are stuck overpaying to send money home. Thanks for being part of this journey with us! https://www.producthunt.com/prod... Comment from Variindar Vaissh(@variindarvaissh): @ruby

... would hold their attention for twenty minutes instead of forty seconds. That is the entire premise. Not where you've worked. What you've built. The Real Answer Is Not Either/Or In 2026, the strongest combination is not resume versus profile. It is resume plus profile. One gets you noticed in the first seven seconds of a scan. The other gets you remembered for the twenty minutes after that, and it is the twenty minutes that actually decide whether ... ... Comment from Kumar Kislay(@whykislay): @roy_kek  Yep. A living profile tells a much stronger story than a traditional resume. You can also look at forg.to ( https://forg.to/@kislay is my profile there) Comment from Kumar Kislay(@whykislay): @ruby

... sometimes . If you don't need to give Premast a try then Comment from Samir Rashed(@samirrashed): @ellie_russell  Here we go https://www.producthunt.com/prod... Would love to know your feedback Comment from Samir Rashed(@samirrashed): @ruby_diaz1  Here we go https://www.producthunt.com/prod... Would love to know your feedback Comment from Samir Rashed(@samirrashed): @malani_willa  Here we go https://www.producthunt.com/prod... Would love to know your feedback Comment from Samir Rashed(@samirrashed): @ruby

... Slop We're launching today, come have a look and support us! That's all I'll say... https://www.producthunt.com/prod... Comment from Ellie Russell(@ellie_russell): I become much more direct when something is urgent. Comment from Ruby Diaz(@ruby

... broader than that. Anyone who cares about privacy and wants better visibility into camera and microphone activity can get value from it, especially people who spend a lot of time in meetings, recordings, demos, or shared workspaces. Comment from Ruby Diaz(@ruby

... with module federation. If I jump off of X or Instagram and I go into forums like Jekyll Talk , StackOverlfow , Reddit, I still notice how many, many people are discussing topics like jQuery, Bootstrap and .NET. Or issues with Ruby v2 failing to install on their devices. I have recently started looking into Laravel and Jekyll just to get away from Node for a bit since it feels like Node is just taking over. There is also other topics that ...

... love to hear from other founders: have you experimented with de-emphasizing AI in your positioning? What happened? Comment from Mona Truong(@monatruong_murror): @edikan_peters   Love the fintech example that really nails it. "Real-time transaction monitoring" vs "know exactly where your money is going" is the same product but speaks to completely different people. The person who signs up for the outcome version is also way more likely to stick around because their expectations match the experience ... ... whole story. The deeper thing is that feature-first language consistently attracts the wrong people...and AI labelling just made it worse. And this happens in fintech too. Apps that lead with "real-time transaction monitoring" vs

... hallucinated it tracks whether you actually Applied, Rejected, or Errored the code. It completely closes the context gap. The original system prompt, the exact model name, and the final edit status are all logged locally. Comment from Praveen(@praveen62): @ruby_cooper  Exactly. The suggestion itself is the proof of intent but intent without outcome creates noisy audit trails. So in v1.1.5 we moved to a state-machine model: every AI proposal is first captured, then later resolved as applied ...

... timeline. Comment from Sangwon Lee(@gamzabaw): @alistair_james1  Yep you can adjust things like shake intensity and frequency (Hz). And when combined with zoom effects, it can make moments feel much more impactful Comment from Sangwon Lee(@gamzabaw): @ruby_diaz1  At the moment it s only available as a post-processing effect, but that s actually a really interesting idea. Technically it doesn t seem impossible within some limits, so I d love to explore it someday. Comment ... ... tutorials, and showcase videos especially creators who care about presentation quality and clarity. Comment from Richard Smith(@richard_smith_sv): The zoom + cursor tracking combo is solid though that's the stuff creators will actually use daily. Comment from Ruby

... thought we knew We assumed enterprise customers wanted the same things as our small business users, just more of it. More security. More control. More features. We never talked to them. We read blog posts. We looked at competitor pricing pages. We guessed. Here's what we missed: Procurement cycles. Enterprise deals take 6-12 months. We had 30-day sales cycles. We weren't built for that. Security reviews. We needed SOC2. We didn't have it. Customers asked ... ... They don't exist anymore. We also need to keep in mind the communication channels and the way we worked were different in the pass. 10 years ago, I did not know such things like Product Hunt and its alternatives

... easier to review images, containers, and build cache before removing anything. Thanks to @hazarartuner for the suggestion. Also added favorite cleanup categories so frequently used areas are easier to access. On top of that, expanded package manager coverage (Bun, Ruby Gems) and improved simulator storage reporting for Xcode. A lot of smaller improvements too around CLI usage, performance, and review flow. Still very focused on one thing: making it easier to understand what s actually taking space before cleaning anything ...

... Podcast best product/growth content. His interviews with founders who actually built things (not just raised money) are gold. Latent Space if you're in the AI/ML space, this is required listening. Deep technical conversations about what's actually working vs. what's hype. The Changelog open source and developer ecosystem. Great for understanding where the industry is heading. Indie Hackers Podcast real numbers, real struggles, real revenue. No vanity metrics. The pattern I've noticed: the best podcasts for builders ... ... Then like all podcasts, it starts to make me feel that I have more than I need to know - I just need to spend more time building. haha. Comment from Terrence Wang(@terrence_wang1): @rustam_khasanov   @ruby

... www.youtube.com/watch?v=UxAdtKIL... Questions about commission, payouts, or how tracking works ask here. We'll answer everything. Comment from Ghost Kitty(@ghost-kitty-9607001): Comment Deleted Comment from Ghost Kitty(@ghost-kitty-9642148): Comment Deleted Comment from Angel Rose(@angell019): @ruby_diaz1  Approvals usually don t take more than a day. Comment from Gabriel Flores(@gabriel_flores3): Is there a minimum payout threshold? Comment from Ghost Kitty(@ghost-kitty-9606090): Comment Deleted Comment from Ghost Kitty(@ghost-kitty-9606180): Comment ...

... Average 5-second delivery for domestic SMS Pricing: 60% cheaper than Twilio, pay-as-you-go, no monthly fees Reliability: Auto failover routing, failed SMS fully refunded Developer-friendly: REST API, supports 8 languages (Node.js, Python, Java, PHP, Go, Ruby, C#, curl) Free testing built-in, no credit card required Perfect for: - Startups needing verification codes - Businesses sending international SMS - Developers building products for global markets Website: https://pulsemsg.vip Developer Tools SaaS API Communication ...

... developer. My "co-founder" is AI. It wrote 90% of the code. Although it was expensive, I used OpenClaw + Codex + Opus. The hardest part wasn't the tech it was staying focused on what actually matters to users vs. what I thought mattered and looked cool lol Happy to hop on a call! Comment from Nadia Eldeib(@nseldeib): @ryan_hendrickson  thanks, and hope these are helpful options. Comment from Nadia Eldeib(@nseldeib): Caveat: I'm no longer a solopreneur ... ... auth its just device id stored in keychain no accounts needed which keeps onboarding super minimal biggest challenge has been text extraction different sites block scrapers differently. revenucat for subscriptions has been great tbh, saves a ton of time vs

... banking. I specialize in turning complex business ideas into reliable, production-ready systems from early-stage startups to high-traffic platforms. I hold a B.Sc . in Telecommunications Engineering from Makerere University. What I m Great At Backend Engineering Ruby on Rails, Node.js, TypeScript Python, .NET API design & distributed systems Infrastructure & DevOps AWS, Google Cloud (GCP) Docker, Kubernetes CI/CD pipelines Linux server management Databases PostgreSQL, MySQL Redis NoSQL optimization & performance tuning Specialized Experience Fintech systems (ACH, KYC workflows ...

... auto-deployed while I was gone. I hadn't touched a thing. I knew immediately that other devs would want this. So I went to work productizing it. Today that little tool is called BugStack . It supports JavaScript, TypeScript, Ruby, Go, and Python. It's already live with a small but loyal group of devs using it in production. I come from the B2B sales world, so building in public is brand new territory for me. I'm genuinely torn ...

... help you build a content strategy and execute it end-to-end to create a sustainable organic traffic pipeline to your website. Sounds good? Let's talk; send an email to tanoywrites@gmail.com Comment from moses gathuku(@gathuku): Ruby on Rails developer/consultant here. Open to consulting and contract roles. I specialize in Rails + Hotwire and can prototype MVPs in record time. Connect with me at hey@gathuku.dev Comment from Mustafa Dalga(@mustafadalga): Hey PH friends, I m a front-end engineer exploring ...

... support most popular languages and frameworks on Bult.ai with either 1-click templates or custom configs. Node.js, Python, Go, Java, Rust, PHP, Ruby, modern JS frameworks, and more. Example flow: Connect a GitHub repo Pick branch and compute size Click Create Your app goes live with a public URL in minutes. No infrastructure setup required. Happy to answer questions about specific stacks. What languages ...