... Candor is my free, MIT-licensed Claude Code plugin: twelve work-mode "personas" that make an AI assistant direct, verification-driven, and honest instead of agreeable. A debugging persona that demands a reproduction before guessing. A data persona that reads numbers skeptically. A decision persona willing to say no. Each one is documented, benchmarked with eval scripts, and installable in minutes. I built it because of what I learned running AI workflows on a real business (my mom's Shopify ... ... wrong answers, it is confident agreement. The workflows that shipped 2,861 catalog fixes in one weekend only worked because every call got checked by a human, and Candor bakes that discipline into the assistant itself. The repo includes twelve

... suddenly lose access to all AI. But what happens if , one day, access to the leading American models is restricted more broadly? We would still have European models, open-source systems we can operate ourselves, and Chinese alternatives. But there is no guarantee that another major power would never make the same decision to protect its own strategic advantage. AI is no longer just another software category. It is becoming infrastructure. It will shape education, healthcare, national security, research ... ... world are American, and Europe should continue working closely with the United States. But cooperation and dependency are not the same thing. Technological sovereignty does not mean refusing to use foreign technology. It means having a real alternative

... checked Google Search Console for my site. I wanted to know which of my twelve guide pages were bringing people in. None of them were. The site got 87 clicks in 90 days. My brand name by itself was 56% of them. Most of the rest were people spelling my brand name wrong. Searches that had nothing to do with my name showed up three times in total. So no new people are finding the site. Everyone who arrives already ...

... dashboard is pointing at the wrong door and smiling. Most of us never notice, because a flattered user is a happy user, and a happy user looks exactly like a successful product right up until it isn't. Twelve percent of U.S. teens now say they go to chatbots for emotional support or advice. That is a lot of people forming judgments about their own lives inside a system that is structurally rewarded for telling them they're right ...

... from your list. They're the first thing every single user sees, and they almost always get designed last, usually from a mockup that's full of fake rows. So the version that gets built is the one with twelve items in it, and the version people actually land on is blank. Which means the empty state ends up doing the job of onboarding whether you planned it or not. It has to say what goes here ...

... Somesh Putatunda(@somesh_putatunda): @jagrit_gupta  Was there a particular piece of customer feedback that completely changed your roadmap? Comment from Somesh Putatunda(@somesh_putatunda): @ivy_bisht  How do you decide when a new feature adds value versus when it starts adding complexity? Comment from Somesh Putatunda(@somesh_putatunda): @janet_david  Was there one piece of community feedback that surprised you the most but ended up making the product significantly better? Comment from Somesh Putatunda(@somesh_putatunda ... ... sharun_kanan   @rohanrecommends  Really appreciate this, Rohan. The vertical-vs

... indie developer from Japan, and I just launched Kaikoku. The short version: I found a notebook I wrote in junior high full of an entire "magic system" I invented (twelve zodiac spells, solar arts, seal-curses). Pure chuuni, that fantasy-prone teenage phase. Instead of cringing, I decided to actually build it. Kaikoku is an antique pocket watch that lives in your palm. The chain swings on real physics. Snap the hunter lid shut and magic charges; open ... ... unseals. By night you wind the dial to cast one of twelve

... rather than hold the line forever. A stalled job that took the cautious path is recoverable. A stalled job that just sat there is a support ticket. Comment from Dale Mooney(@dalemooney): @alex_amancio_candoa_   @aadilghani  Constant versus invariant is the useful thing here and I am taking it. One addition: you cannot separate them by observation, but you can by deliberately violating the constant once. A property that survives a test faking an unattended caller ... ... shape as the encoding thing one level up. So the cheap move is to put the caller in the signature now, while there is exactly one possible value and it is completely useless. It costs one field today. After twelve

... gloves, and others are tall bottles of hand sanitizer. I needed a flexible, modern CSS solution that would handle any image ratio elegantly without distorting the visual layout of the grid, and without requiring the client to manually crop twelve hundred images in Photoshop. To fix this, I stripped out the fixed heights on the .product-thumbnail container and introduced a modern CSS aspect-ratio approach combined with object-fit: contain. I also wrote a small vanilla JavaScript helper that ...

... have to be a big dramatic failures, more the small moments where something clicked and you went from trusting the output by default to double checking everything. For me it was watching an agent confidently rename a function across twelve files, then leave the original function untouched in a thirteenth file it apparently didn't search, with zero indication anything had been missed. It wasn't even a hard case, the file just wasn't in the directory it happened ... ... about the things they didn't check.But I'd go further than just flagging what wasn't checked. I'd want it to default to naming its own confidence level per claim, something like "ran the tests, they passed" versus

... decided to write a transient cache filter in my child theme's functions.php file. Instead of hitting the database every time a visitor opens the homepage, the theme now saves the query results in a temporary cache for twelve hours. // Cache the custom services query to reduce database load function zentro_child_get_cached_services() { $cache_key = 'zentro_services_query_cache'; $cached_data = get_transient($cache_key); if (false === $cached_data) { $args = array( 'post_type' => 'services', 'posts_per_page ...

... Twelve days ago, we shared what we shipped during Banger s first week after launch. Since then, we ve released Mac beta 27 and beta 29. Here s everything meaningful that changed: Mailbox setup no longer blocks you Domain creation, mailbox provisioning, and Gmail connections now continue in the background with clear progress, failure, and retry states. DNS setup can be completed later, and interrupted setups can recover safely. A more polished native Mac inbox We improved timestamps, workflow states ...

... reread them. If anything the 9 is tighter. The only thing that actually differed was which thread I picked. It runs the other way too. Nine comments inside one busy megathread came out at net minus 3. Twelve spread across normal threads came out at plus 9. Same week, same person, opposite sign. The megathread felt like the efficient move because everyone was already in there, and that turned out to be exactly why it wasn't. What bugs ...

... product, even though it often says just as much about distribution, timing, and the audience built beforehand. we're launching soon too, so this landed at a slightly uncomfortable moment for me as well :)) Good luck in twelve hours. I hope it goes really well, but either way, I won't mistake the first-day number for the full story. Comment from Stacy Wycoff(@stacywycof83995): Andras, Venkat's test is sharp. I'd add one more layer from running multiple ... ... when support tickets and roadmap pressure are both still there but nobody's paying close attention anymore. One guardrail that's worked for me: pick a single person whose only job that week is deciding what's noise versus

... Launching Monday 7/27 NTS, a workspace for solo operators (tasks, clients, invoices) with one unusual mechanic: finished work builds visible momentum. Current tagline: "The solo-operator workspace that turns work into momentum." Two alternates I keep circling: "Tasks, clients & invoices that build momentum as you work" / "Turn your real work into momentum." Does the first one earn its 57 characters, or is there a sharper cut? Happy to return the favor on yours. It's live if you want ... ... Wycoff(@stacywycof83995): @sabber_ahamed   @josh_nemec  Congrats on shipping. The tagline stuck, solo-operator workspace up front like Sabber called it. From the launch page alone I cannot fully test the worst-day scenario we talked about, twelve

... from Alexander Eliot(@alexander_eliot): Honestly, no not a Product Hunt discussion specifically, but a real analogue: our Etsy shop's own stats made us reprice the whole storefront down after seeing we had zero reviews sitting next to competitors with thousands. That's the same underlying thing you're describing a discussion (or in our case raw data) surfacing a pattern you can't see from inside the product. Your point about 20 thoughtful comments beating 1000 empty views ... ... nothing and number seven got comments. Which means I cannot explain thread seven. It is the one result I have that does not fit anything. Comment from Abdullah Javaid(@abdullah_javaid3): @alieksia   @jernej_jan_kocica  Supply versus

... obvious out of the way first, because I know what "100 apps in 100 days" sounds like in 2026. It sounds like someone pointing an AI at a store listing and firing. I've seen those launches. Twelve reskinned calculators, a privacy policy that 404s, and a founder who couldn't tell you what's in the code. That is not what this is, and if it turns into that, I want you to be the ones who tell ... ... sign up for. Comment from Justin Jones(@justin_jones13): @onetimesuite  honestly man, they all sound great. I was thinking about paying for WisperFlow but if you're does the same thing I'd rather just pay $49 vs

... what the actual job entails. Developers have noticed. Only 12% of developers use LinkedIn as their main source of technical information, according to a Stack Overflow survey. Most are on the platform purely because they feel they have no alternative, not because they find it genuinely useful. The Fake Everything Problem LinkedIn has a trust problem that is getting dramatically worse, not better. In the second half of 2024, LinkedIn identified and removed 80.6 million fake accounts at the point ... ... developer knows this feeling. You open LinkedIn hoping to find a job, make a connection, or learn something useful. Instead, you scroll through: A founder revealing the three lessons they learned from almost going bankrupt, written as a dramatic twelve

... then, the goodwill is already gone and the company is paying for it. I've been thinking a lot about what actually separates founder partnerships that hold up under pressure from ones that quietly fall apart around month twelve or eighteen. Not the idea quality. Not the tech stack. Not even the funding. It usually comes down to whether two people ever had a real, structured conversation about the stuff that feels uncomfortable to bring up early ...

... First what matters most orbits closest to the fire. 4 Disciplines of Execution quests grow by milestones you control, never a percent bar. The 12 Week Year quests live in short seasons, not a foggy someday. Product Development Flow twelve worlds, never more. You can't traffic-jam yourself. Getting Things Done empty your head into the sun. It carries the list so you don't. Atomic Habits earned light is permanent. A missed day is blank, never a punishment ... ... teeshine25): I'm built LMspend to track the cost of AI agent me and my team are using. lmspend.vercel.app Comment from Moris Khoudari(@moris_khoudari): I launched Utilitly.com . It's a more affordable, cooler looking, more secure, and faster alternative

... duties, families so it is a little bit limited for them. I suppose. Comment from Johnson Gill(@johnsongill): @busmark_w_nika  That's also true. Comment from Arnold Oshenye(@oshylabs): I have worked across a dozen employers in twelve years, banks, telecoms, retail, and the pattern I keep seeing is that the market does not price experience, it prices recent evidence. Two candidates with the same skills read completely differently if one has something shipped in the last year ...

... rare thing to build. I launch tomorrow morning, so in a way this is the graduation from the two weeks I spent learning here. Thank you for making the room what it is. Comment from Virko Kask(@virko_kask): Twelve days in, so here is the newcomer data point. I came to warm up a fresh account before my first launch (it is this Wednesday) and expected a checkbox exercise. What actually happened: two founders whose launches I commented ...

... everyone, I have spent over twelve years architecting and engineering production-ready backend systems. Over the years, I have seen countless hours wasted building products based on shallow feedback or social media chatter. Lately, I became obsessed with a much bigger architectural challenge. I wanted to build a complete intelligence pipeline that isolates real market friction based on active capital. My current project uses dynamic query expansion and semantic embeddings to map verified business pain points directly from open budgets ...

... Built on Atome LM v2, (SuperESP Edition) it transforms a standard ESP32 into a tiny AI appliance capable of running twelve practical applications entirely offline. No GPUs. No subscriptions. No datacenter. Just a microcontroller that costs less than a cup of coffee. Every claim is verifiable and tied to a script. What SuperESP Actually Is SuperESP is not another chatbot squeezed onto a microcontroller. It is a collection of specialized ternary AI models designed to classify events, patterns, behaviors ...

... galdayan): our setup ended up being a Slack webhook per agent session, posted to a channel only that agent writes to. sounds basic but the key part was making the notification say WHY it's waiting (needs approval vs finished vs