... everyone! I m excited to share the story behind Pitanga Labs and invite you to try it out with free credits while helping shape what comes next #buildinginpublic. Pitanga Labs was inspired by years of mentoring students, professionals, and career changers who struggled to present their skills confidently in a digital world. I kept seeing the same pattern: people had great experience, but lacked the tools, clarity, or confidence to express it, whether on a CV, LinkedIn, or during interviews ... ... asking for simple ways to experiment with content, build visibility, and grow their personal brand without needing design or technical expertise. So, I built Pitanga Labs to bridge that gap. My background in AI, computer vision, and autonomous systems shaped

... Three numbers from it get quoted. Users who saw an AI summary clicked a traditional result in 8% of visits; users who didn't, 15%. Users ended their browsing session 26% of the time with an AI summary present versus 16% without. And the one that should matter most to anyone buying GEO: users clicked a link inside the AI summary itself in 1% of visits. One per cent. That is the click value of the thing the entire optimisation ... ... more often. Just 8% of one- or two-word searches produced one. For searches of ten words or more, 53%. For searches starting with a question word - who, what, when, why - 60%. Sit with that next to the 8%-versus

... years by people who cared about how it feels to use. Dark, considered interfaces. Whitespace that isn't accidental. Content that is the product, not decoration bolted onto a spreadsheet. The short answer to "what's the best LinkedIn alternative in 2026" is this: builders aren't looking for another feed. They're looking for a professional network that was actually designed, not just maintained. That's the gap forg.to is built to close. Here's why the gap exists ... ... text and photos from people you loosely know, interrupted by ads, sorted by an algorithm you don't control, wrapped in a blue-and-white shell that was already starting to look dated by 2015. LinkedIn is that same shape

... same fan-out you described earlier. wrong data there doesn't move money, it just quietly gives someone premium for free or blocks someone who paid, which is a different consequence than a bad refund but the same shape of problem, code far from the money still deciding an outcome that involves it Comment from Raffay Sajjad(@raffay_sajjad): @aadilghani  separate call, not inside the write path. it's a one-line invalidate call added at each mutation site ... ... underlying data without anyone remembering to call invalidate on all of them. the entitlement-helper-not-billing-client point is the one i actually needed. i was still modeling this as "graph reaches a payment module," but the real shape

... read. I grew up reading about everything. I heard a word, a conversation I read, and made it a personal goal of mine to simply be the best by never giving up and always staying curious. This habit alone shaped my journey to what I am today. Comment from Nika(@busmark_w_nika): @md_khayruzzaman  The next steps are pretty clear! :D I need to build a website too, because of SEO etc :) Comment from Nika(@busmark_w_nika ... ... from a book or a talk. What actually got me moving was necessity freelancing on Freelancer.com , figuring things out project by project, learning Python/SQL/ML skills because a client needed them, not because I planned some grand path. If anything shaped

... Context Engine for my Models 4. Replicate - Content Generation & Training Image & Video Models 5. Resend - API managed emails Also, recently - its Klipio, My own tool for Static Image ad creatives from competitor ads. Comment from Justin Verlin(@justin_verlin): Claude Code VS

... Approval push with full proposed-action payload, resolvable in place. Needs-input push that labels simple-vs-complex so you know whether to answer or open. Completed silent list. That's four different treatments, and you basically specced them. That's exactly the shape

... search or browsing history sold to brokers, no interest graphs for third-party advertising. The goal is product improvement: quality, latency, bugs, and aggregate feature usage. Not selling your data. You can see side-by-side example payloads (default vs opted-in) here: https://kahana.io/docs/technical... Questions we would love your take on as builders and users: Default-off personalization Is anonymized-by-default the right default for an AI browser, or would you want opt-in framed differently ... ... example clearer "train Oasis for me" vs

... rest of the PR drill-in opening a PR doesn't take any longer than before. Patches over 500 hunk lines render a banner pointing at GitHub; pagination caps at 300 files per PR. A worst-case node_modules-shaped PR can't freeze the viewport. Boundary sanitization (v0.11.0) extended to the new path hostile diff content can't inject terminal escape sequences. Upgrade: brew upgrade gfazioli/tap/octoscope Or grab a binary from the release page: https://github.com/gfazioli/octo... As always ... ... read-only, free, MIT, on Linux / macOS / Windows. Source on GitHub: https://github.com/gfazioli/octo... Curious what people drill into next. Side-by-side diff view? Ignore-whitespace toggle? Per-file folding? Let me know the v0.11.0 thread shaped

... 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 ... ... that assumptions are incredibly expensive. Building for the customer you want instead of the customer you have can drain months of focus and budget. What really stands out is the contrast between 47 real requests for API limits vs

... client behind Marital Affirmations wanted to solve consistency , not content volume. The goal wasn t to build another quote app, but to create a daily habit tool that fits into real life, especially for busy professionals. That framing shaped every product decision. Product Vision: Reflection Without Friction The core idea was simple: If reflection feels heavy, users won t return. So instead of forcing users into long writing sessions, the app was designed around: Short daily affirmations Lightweight journaling Voice ... ... checkpoints A sense of narrative over time Users could look back and see how their thoughts evolved, which felt more meaningful than numbers. This approach aligned well with users who wanted reflection, not performance metrics. User Personas That Actually Shaped

... Performance can degrade as pages grow larger and more complex. And critically, the usefulness of a page often depends on the behavior of a community rather than on intentional editorial structure. Qeeebo takes a different path. A Static, Structured Alternative Qeeebo is built as a structured library of questions and answers rather than a collection of ongoing discussions. Each page is designed to deliver a clear answer quickly, without requiring users to scroll through debates, comments, or tangential replies. Instead ... ... changing threads, Qeeebo uses static pages generated ahead of time. These pages are organized around individual questions, grouped by topic, and delivered through a global content delivery network. This architectural choice influences nearly every aspect of the platform. Qeeebo vs

... everyone, I ve been working on something called Worthington a reader-shaped magazine where anyone can publish short features and critique others. It s an experiment in making reading and writing more open and iterative. Not trying to pitch hard just curious what people here think about the idea of magazines built by their readers. Does that sound interesting or unnecessary? You can check it out here: https://www.producthunt.com/post... ...

... Product Hunters! Let's take a fun trip down memory lane. I want to know: What was your very first role in tech, and how has it shaped your career journey so far? Whether you're a founder, developer, marketer or just a tech enthusiast, I'm so sure that each one of us has a unique story to tell. Before ending up as a marketer in Contentrain, I was doing recruiting for IT companies. Let's inspire each other ...