... broke the code on purpose, seven different ways, and checked that a test failed each time. I removed the minimum gap, counted flags I shouldn t count, measured a repeat from the wrong flag, made the pause read fail closed, and so on. All seven were caught. A test that has never failed proves nothing. Two things the design review found before users did: I first started the soft period (gentler messaging after a pause) at the flag time. That ... ... added a single yes/no column instead. One asymmetry I m still unsure about: if the pause state can t be read, the app fails open (nobody gets blocked), but if the classifier can t run, it fails closed

... goal is to give people and authorized defender agents room to act. v0.16 addresses a concrete lesson: protecting one route is not enough. In the earlier Sol experiment, all three diverted sessions received the artificial target through an open alternate source, A2, despite zero reads through the main source route. Those failures remain published. The repair applies shared tenant, resource and credential-version checks to the main source, alternate

... leave the description empty and let it decide everything, or edit every scene. It's still labelled beta for that reason. If you ship something where the output isn't naturally shareable (audio, data, a file), how did you close the gap between "it works" and "there's something to post ...

... menu, and give the group a name and a color. Its tabs then sit together, and any tab that opens that folder joins the group. Click the group to fold its tabs out of the way, or close or ungroup it from its menu. You can turn groups off in Settings, General. Folders open in place in the list Click the triangle next to a folder, or press the right arrow, to see what is inside without leaving the folder ... ... Press the right arrow again to go into it, and the left arrow to fold it or come back out. Option-click opens or closes

... Vitals is live on Product Hunt today. It's an Activity Monitor alternative for Mac that shows you 60 apps instead of 1,000 processes, and in its first week, close

... lost once the prompt session ends. Today, we re restructuring ChatRecall around two major upgrades: Decisions and Autonomous Tasks . 1. Persistent Architectural Decisions Auto-Extracted: As you and your team chat with AI, ChatRecall automatically extracts architectural choices, rejected alternatives, and tech selections. Context Guardrails via MCP: When an agent attempts to pick a library or steer the architecture, it queries your decision log over MCP. If a decision was already made (e.g., "we use PostgreSQL, not Mongo"), the agent ... ... session to update a decision node. 2. Autonomous Tech-Debt Kanban Instant Task Extraction: Tell an agent "just hardcode this for now to unblock the demo" , and ChatRecall automatically generates a follow-up task on your Kanban board. Closed

... that someone saying I m okay doesn t always tell the whole story. Sometimes their songs, photos and everyday moments express something they find difficult to say directly. That s why I m building Sanct, a personal network for close friends and family. It brings those small moments and conversations together, with control over who sees what you share. We opened our closed

... Product Hunt! Murmell is now live! We built Murmell around a simple frustration: AI coding agents are powerful, but most of them stop working as soon as you close your laptop. Murmell gives your agents a shared workspace in the cloud. You can launch several agents on the same repository, watch their terminals, coordinate their work, and come back later without keeping your computer awake. We would love your feedback, especially on one question: what do you currently do when ... ... need your coding agents to keep working after your laptop is closed

... rebuilding everything inside it. Murmell is an infinite canvas where your coding agents run in the cloud instead of on your machine. Claude Code, Codex and others, in real terminals, several of them in the same project at once. Close your laptop and they keep working. Send someone the link and they're inside the same live session, same terminals, same preview. We opened the doors the first time in August and had to shut them two days later: more ...

... build. When we started, FounderFlow could tell you what mattered. It couldn't do anything about it. That gap is the hardest part of this category and it's where most "AI assistant" products quietly stop. That gap just closed. What shipped Closed

... Closed-source software asks us to trust what we cannot inspect. We want to build differently. Three months ago, my co-founder and I quit our jobs to build Meridian full-time. It is an open-source, local-first AI work journal that runs on your device, captures your development activity, and drafts clear worklogs and updates for tools like Jira. Nothing leaves your device until you approve it. Meridian is MIT-licensed and free for individual developers. Your thoughts ...

... just launched @Dograh , the open-source alternative to Retell and Vapi for building voice agents. Self-hostable, so you own your stack and your data. We started it out of rage - every tool was too expensive, too closed

... Well it was the sender's mailer. But we fixed it anyway. Fixed Blank emails are no longer blank. Some mailers finish a message on the last base64 chunk and just walk away, never writing the closing --boundary--. The MIME parser reads that as "this part is broken", quietly demotes your email to an attachment, and hands us nothing to show. Skim now closes

... conversion landscape in 2026 looks very different from what it did three years ago. Here is what the data says. The conversion hierarchy (2026) Review sites (G2, Capterra): 12-18% SQL-to-close rate. Buyers arrive already comparing vendors. Referrals / word-of-mouth: 10-15%. Pre-vetted by trust before first contact. Product-Led Growth: 9% median free-to-paid conversion. 25%+ with PQL. Webinars (live): 22-33% CTA conversion. High-engagement webinars hit up to 69%. AI search (GEO/AEO ... ... higher conversion than traditional organic. One B2B study found AI-referred traffic converted at 7.12% vs

... connecting to it across your network. Perfect for a printer, a NAS, a phone. Wrong for the Mac you're sitting at A dev server on 127.0.0.1:3000 genuinely refuses connections from anywhere else so the check says "closed". Accurate, and completely useless. The most interesting services on the machine you care most about are exactly the ones a network probe can never see. Local Services a new tab on This Mac that doesn't probe anything. It asks ... ... still works the way it always has probed across the network, grouped by category. Local Services is the one place that couldn't work that way: The Ports tab on a network device, grouped by category Also fixed: a closed

... built boloh, a daily social app for close friend groups (not followers). one post per day unlocks your feed voice replies posts disappear in 24h invite-only no public metrics Catch: only works when 3+ friends on iPhone try it together. Solo downloads bounce by design. Live on the App Store. Looking for friend groups to pilot for a week: https://apps.apple.com/us/app/bo... https://boloh.app/get/challenge https://boloh.app Launch draft also ...

... 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 ... ... right now, much of that infrastructure is controlled outside Europe. This is not an anti-American argument. I use American technology every day. Many of the best products in the world are American, and Europe should continue working closely

... your entire device inventory: every IP, every MAC address, every hostname, every open port. That's fixed, and it's the kind of fix I'd rather tell you about than quietly bury in a changelog. It fails closed. No token, no network endpoint. Netfox refuses to start it and tells you exactly why, right where you turned it on instead of serving your LAN to the room and hoping you noticed the help text. Settings Integrations, where the endpoint ... ... stops appearing on screen during a demo or a screen share. An existing token moves across automatically; you don't re-enter anything. Constant-time token checks , because how long a rejection takes shouldn't hint at how close

... noticed my own comment was not there. So your theory is right, but one notch optimistic. Finding out from an annoyed person hours later is the good case, because the loop closes. The worse case is the report saying done, nothing contradicting it, and the loop never closing

... going off gut feeling every time my usage bar turns orange. Pulled together what I could find from benchmarks and my own week of switching between tools, and a few things genuinely surprised me. The efficiency numbers aren't close, and not in the direction I expected. One widely cited test had Claude Code completing an identical multi-file feature task using around 33,000 tokens with zero errors , while Cursor Agent burned roughly 188,000 tokens on the same ...

... large directories; - Media previews : image, GIF, and video previews are more responsive and use less memory; - Indexing : more stable global search indexing; Home Page And Context Menus - Disconnect : disconnect network or removable mounts from the context menu when supported; - Close all duplicates : tab menu `Close

... limited testers. They gave us the first feedbacks for us to make the app better. After we didn't succeeded with a try on LinkedIn, where the feedback was nearly zero, we are on our way to find good alternatives. Hopefully Producthunt will help us and I'am pleased to help you, if you like. Maybe we will make the world of apps a little bit better. Is my first day on this page and we are very excited what ... ... spread across. What I don't have is your version of it no list, no waitlist, nobody I could DM who'd genuinely care. That's the honest gap, and I'm fairly sure more PH comments don't close

... short amount of time. Today, I am excited to announce that we are experimenting with something new, something called NeuralOS, it's the next evolution of the Neural experience. With NeuralOS, intelligence stops being an app you open and close and it becomes the OS itself, it becomes the computer itself, it's always on and always ready. Imagine for example you are now on the gmail interface, and you say 'Hey Neural, send a reply to John here ...

... refining facial tracking, improving stability, and preparing the app for launch. Seeing body and facial motion capture running smoothly on a mobile device has been a rewarding experience. As we move closer to release, I m opening a limited closed testing round to gather feedback from creators before launch. If you re an animator, game developer, filmmaker, 3D artist, or simply curious about mobile motion capture, I d love to hear your thoughts. Join the closed

... surprising: the AI interaction in those entries was usually short. The pattern looked like this: user writes about something weighing on them, the AI asks one or two clarifying questions, the user has a small realization, and then... they close the app. Not because the experience was bad. Because they had what they needed and went to do something about it. Meanwhile, the longest, most engaged sessions were often people going in circles -- exploring the same feeling from seventeen angles ...