... public bug corpus is too noisy. We'd rather say that than fake a number. Proof against your actual code (via a Docker provisioner) works end-to-end but isn't in the default flow yet. Want to kick the tires? Small apps some with a real bug planted, no hints you point your AI agent at to see if it catches it. ~20 min, no accounts or keys. https://github.com/fetchsandbox/... I want the "this didn't work" reports ... ... much as the wins. Ask me anything. Comment from Raj Nagulapalle(@rnagulapalle): @omri_ben_shoham1  it's me, personally .. I read what the adversarial model surfaces and decide what is a real class vs

... building S-Nicole, a control panel for a clearly labeled AI bot account on Twitch, Kick, and YouTube. The goal is simple: let the streamer stay focused while the bot reacts to stream audio and live context, with the operator still in control. Current prototype: - stream-aware replies - switchable personality and response styles - one-click manual reactions - support for Twitch, Kick

... best model changes monthly, and rebuilding your stack every quarter has a real cost. In most platform shifts, the fast follower wins (think Apple). But this shift compounds in a way that previous ones didn't. When a competitor retools around agents, they don't get a one-time productivity bump. Their iteration speed itself changes, so the gap between you and them widens every week you wait. I've felt this firsthand. We're 3 people, and we replaced ... ... with AI-assisted coding. The same project cost us multiples more and weeks of back-and-forth the old way. And honestly, a year later, the 2-day version already feels slow. The dust never settles, because the thing kicking

... made them succeed or fail? For those who've sold into small/mid-sized businesses, what's usually the biggest blocker to adoption price, integration effort, or something else? Is there a feature here that seems like a "nice to have" versus something that would actually change behavior? Would appreciate any perspective, whether from experience building similar things or just as someone who's dealt with this as a customer or business owner. Comment from Tommy Kang(@sjtkang): What I'm building ... ... generic to actually tailor against meaningfully? That's usually where automated resume tools fall apart in my experience. Will check out the link, sounds genuinely useful for the right audience. Comment from Nolan Vu(@nolan_vu): @thenameisarian  Interesting, alternative

... matter if nobody knows you exist. So, I m stepping out of my comfort zone. I m shifting from a pure software engineer to an indie maker, and I'll be launching my own products here very soon. To kick off the journey, I completely rebuilt my personal portfolio to act as a clean, minimalist blueprint of my tech stack. I need your most brutal feedback on it: https://www.ankursonidev.in ...

... Apple Worldwide Developers Conference (WWDC26) kicks off June 8. It's Tim Cook's last big event as CEO, and the company is expected to use the occasion to present a complete overhaul of Siri, the voice assistant that's been built into every iPhone since October 2011. Starting with iOS 27, Siri is expected to look a lot more like OpenAI's ChatGPT or Anthropic's Claude. What's the Apple development (rumored or realized) you're most excited ... ... planning to open up AI features like image and text generation such as the ones inside Image Playground and Writing Tools to third-party agent providers. Those features currently can tap into ChatGPT. With the change, third-party alternatives

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... turned into MarkEdit, an iOS app I'm building because I genuinely couldn't find what I wanted: a Markdown editor that combines writing with Mermaid diagram editing in a WYSIWYG style. Most editors either ignore Mermaid completely or kick you out to a browser to render it. I wanted both in one native, seamless place so I'm building it. I'm here to learn from this community, get honest feedback, and connect with other people who build things ...

... answers directly from Recall's help docs. We also brought Claude Opus 4.8 to Max, launched a comparison hub , and started a Reddit community. Thank you to everyone who joined the AMA. It was a very warm welcome to kick us off. We're also digesting all of our feedback from the Recall 2.0 form. If you haven't already shared your comments, please do, as we'll be using this to help improve and decide what's next. Claude ... ... place to share workflows, ask questions, and tell us what to build next. Thank you to everyone who joined the AMA. Compare Recall to other tools. We launched a comparison hub, starting with our first head-to-head, Recall vs

... same kanban board your team uses. Every lead, every campaign, every piece of content is a card. Agents move cards through columns, leave comments, request review, hand off to humans. Humans drag cards back, edit the work, or kick something into a different lane. There's no separate "AI dashboard" it's the same board, the same workflow language your team already speaks. This gives you three things AI agent products usually skip: Real human-in-the-loop. The kanban ... ... hear from this crowd on mazori ai: How are you handling human-in-the-loop for autonomous agents in production? Slack approvals, web UIs, something else? Anyone else putting agent activity into the existing work management surface (Jira/Linear/Asana) vs

... Okay, this will be very honest, so hopefully, if they read it, they will not kick me out. With a client from a fintech, we are trying to come up with ideas on how to present a company (tone of voice, type of posts) in the industry, that is "serious". Their idea was to be "transparent" in payments. Such a serious business cannot be, e.g. transparent about contracts with clients, about new features that will be integrated beforehand ... ... thing to make an awareness :D Comment from Josh H(@joshua_herrera): I don't think they need to do meme content. Traditional marketing approach like " Company saved $50K by switching to us" or comparison breakdowns like "our fees vs

... months ago, we ran an experiment with our own data. At Rankfender, we tracked 5 of our own competitors across 8 AI systems. We log their share of voice, citation velocity, content gaps, platform variance. Months of raw numbers sitting in a dashboard. I pulled 6 months of data and fed it into Claude. One question: "Based on this, who is most likely to overtake us in the next 6 months? Show your work. Use the data. Don't summarize ... ... Give me the numbers." The answer changed how I think about competition. The dataset: 5 competitors

... journalist publishes a thread with wrong information on a Sunday. A mid-level employee's comment gets picked up by an aggregator and starts spreading before anyone on the team is even awake. By the time the response kicks in, the narrative is already half-formed in the public's mind. The industry calls this the "golden hour" of crisis response. Miss it and you're not managing a crisis you're catching up to one. Here's what ... ... already oriented rather than starting from zero. Curious if others building in adjacent spaces (PR tech, brand monitoring, comms infrastructure) are seeing the same patterns. And for those on the IH/PH side: how are you thinking about the "augmentation vs

... just letting it rip . I m very curious whether others have struggled with free trial versus freemium and whether doing both is a bad idea (I m leaning towards that being a yes by the way). I also wonder if we are giving away too much for free and should be feature gating more. The challenge then shifts from a pricing perspective vs

... 150k/yr "GTM Engineer who understands every data source and won't stop until making you the best possible list. Built with my best friend + cofounder Kenson Chung (who dropped out university, moved to the US, and was later kicked out of the US) and TODAY is the first day Origami is generally available. I would absolutely love to know what you think of the tool, that's how we improve it! Try it out -> Origami.chat & upvote ...

... smart" to be useful. Comment from Navanita Devi(@navanita_devi): Dedy's point is interesting, the opacity problem is real. Most people conflate "AI having access" with "AI having unchecked control." They're very different things. Read-only access vs write access, logged actions vs

... where on app startup, the user identity needed to be resolved first before loading their dark mode setting. So follow-up work was needed. We've designed Tonkotsu to address the reality of iterative workflows and so I just kicked off another plan and delegated the resulting tasks. The document interface makes this simple and natural. Life as an Agent Manager The best use of my time was in guiding the process during planning, and guardrailing quality during verification ...

... kicking off a 2-week product marketing and positioning strategy starting January 12th, and we're offering it for FREE! I can work with 2 new SaaS founders at a time. If you're interested, just DM me or comment to join the sprint. It's completely free, with no cost and no upsells ...

... Kicking off 2026 with something new Meet the Public Prompt Library Quick story: Today I was helping my little brother build a website. He s only 12, and already an incredible chef, selling homemade food . He makes the best Sushi Rolls I've tasted! We were using Lovable and I got stuck. Not on how to write prompts, but on what prompt to write next . Landing page? Pricing? Copy? Integrations? So we built a Public Prompt Library inside Pretty Prompt ...

... Building a team or want to join a startup? Let's kick 2026 off to a great start. Founders, teams, and startups drop a comment if you're hiring. Designers, devs, marketers, operators drop a comment if you're looking. If you're hiring, please include: What role(s) you're hiring for A link to the job post or site Location (or remote) What you're building How to apply or reach you If you're looking for work ... ... days I mostly write or ghostwrite, I also have hands-on experience with SEO research. That means I can do keyword research, create topic clusters, map these topics to the marketing funnel (ToFu, MoFu, BoFu), and even do SEO-competitor

... click on the date ("now" label) in the time scroller to open a calendar picker and see how time zones align on any future (or past) date. Super useful for planning meetings across time zones or checking when DST kicks in. Airport Code Search You can now search for time zones using 3-letter airport codes e.g: JFK, LAX, LHR, etc. Added over 5,500 airports worldwide. This came from my own frustration of always googling "what timezone ... ... appear in the popover, just not in the menubar. Also, if you have timezones which are identical like Budapest and Bratislava then this would still work because internally it would compare the IANA codes which would be different (Europe/Budapest vs

... Project: "ART KICKS" Innovative Sneakers as a Work of Art with Built-in NFT Token Description: "ART KICKS

... delightful. I know many people will have some free time on January 1, 2026 , and I ll be enjoying a big vacation , so I ve decided to launch VaultNote on Product Hunt on 1.1.2026 the perfect way to kick off the new year . Start 2026 by discovering a note-taking app that s fast, private, and truly yours. Join me on this exciting new journey and make your notes smarter, safer, and more organized than ever! Check ...

... popular right now? But shoppers are usually trying to answer something else: Is this right for me? Does this match my preferences, needs, or habits? What actually matters in this product category? That s where decision fatigue kicks in online just as much as offline. Instead of adding more opinions, we started thinking about: extracting the essence of a product surfacing only what helps you decide reducing comparison to what actually matters This thinking led us to build TravPick around ...

... have Add in another tool to unveilmusic, Free Mastering, Top tier, producer quality Mastering. Just to kick the competition where it hurts, I Made The Batch Master. Batch Mastering, Studio Quality, With comprehensive adjustments, Before and after comparison, Exports Wav files ...