... 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

... everyone, Dina here. I'm building Reline , a notes app with meeting capture built in. The corner of software I picked might be the most overfunded one that exists right now: the best-known competitor

... asking about. View-only teammates can now select a chart and ask about it too, while any changes stay gated to people with edit access. We also polished direct manipulation: you can resize cards from all four corners, handles only appear where you can actually grab them, and the card you re resizing stays cleanly on top with no distracting drop shadow. SCIM provisioning for enterprise teams Basedash now supports SCIM 2.0, so enterprise teams can connect an identity provider ... ... extra room reserved so nothing gets clipped. Refreshed chat attachment previews with rounded image thumbnails, richer file cards, consistent sizing, and a hover-to-remove control on every attachment. Smoothed out the AI chat input and panel with rounded corners

... tone, and a consistent set of rules it follows before it generates anything. You set it once, and it just works from then on. Open the Recall Global Chat and click on the icon in the top left-hand corner to create your first persona. Learn more: Watch the full walkthrough here Read the Personas docs. Why it's useful Consistency.  Your brand voice, tone, and rules stay the same across every chat, with no drift. Speed ... ... whenever you like. Switch personas per task , or stay on the standard prompt-free Recall persona as your baseline. How to create your first persona Open chat and go to the Personas menu in the left-hand corner

... Gemini, since more buying decisions now start there instead of traditional search. If you want to see how an AI agent currently reads your own site, we put out a free tool that shows what an AI fetches vs. what humans see: https://axp.thepublive.com/audit... . Would genuinely welcome feedback from this crowd! Comment from Olajide(@unclej): Building thematicanalysis.ai It's an API that turns piles of open-ended text such as survey answers, reviews, interview transcripts, support tickets into actual ... ... Comment from Ryan Weller(@ryan_weller): What you're building TrailSmoke ( trailsmoke.net ) , a wildfire smoke and air quality tracking application centered on a live AQI map, pulling in NOAA smoke modeling data (near-ground air quality vs

... week). Monthly board (the trend line). Quarterly investor (ten minutes of attention). Don't merge them. If you generate it by hand 3+ times, schedule it. Manual reports rot, because the person making them gets bored and starts cutting corners. First paragraph rule. If the report does not tell the reader what changed in the first paragraph, the structure is wrong. "Revenue was X" is failing. "Revenue grew Y because of Z, here is what we are doing next ... ... headline. OKRs tie strategy to metrics Objectives are aspirational. Key results are measurable, time-bounded, and have an owner. The parts people get wrong: Leading vs

... 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

... created own.page to make building an online presence simple, beautiful, and accessible - while still providing the tools creators need to grow in the digital world. No coding. No complicated setup. Just an intuitive way to create your own corner of the internet, customize it, publish it, and grow your audience. What started as a simple mini-page builder has evolved into a platform with widgets, analytics, themes, community features, and much more. The Results Since the launch: Over ... ... helpful for anyone about to launch. Comment from Tina Chhabra(@tina_chhabra): 1,000 new registrations and #2 as a solo founder is no joke. curious how much of the traction came from building community on PH before launch vs

... side-panel pattern. Improvements Dashboard regrouped: AI Tools and Security promoted to top-level groups. Pre-Sonoma macOS gets a friendly capability warning. Improvements Shared AlertDialog adopts the liquid-glass theme app-wide with softer corners. Fix Activity tab now scrolls instead of clipping; Radix ScrollArea wrapper repaired. Fix Tool output rendering is cleaner: stray wrapper markup removed, escape sequences normalised, and excessively long blobs collapse to a short summary by default. Fix Artifacts: 8 small UX bugs (delete confirm ... ... side-panel pattern we already use for file previews so it doesn't add a new UI primitive. Probably the very next thing on the roadmap. Two quick questions if you've got a sec: 1. Per-message receipt vs

... initialization more reliable across app and extension. Back-swipe from cards no longer hits the login screen. iPad pointer and touch handling fixed. Clickable links restored: Command/control-click opens cards in a new tab. Mobile styling fixes , including card corners, editor safe area, and hero image padding. Old iPhone crash resolved. No more crashes on iOS Safari below 16.4. Unsupported browsers fall back to CommonMark. What's next A smoother, more intuitive UI. We're going through ... ... getting smarter and more forgiving. Export is getting more flexible so your knowledge base stays portable. Browser Extension Update: We've decided to move forward with the original version of the browser extension, which was a pop-up vs

... emmerita_ambata): This has me thinking differently. As a marketer, I'm all for founder-led content, especially on LinkedIn. I've seen firsthand how much growth and visibility a product gains when a human is talking about it versus posting from a company page where someone is essentially interacting with a logo. I tested both approaches with my first startup. Initially, we hid behind the product; no names in emails, no faces on the landing page. Growth was painfully ... ... create attention, but not always truth. If you stay invisible for too long, growth can become harder because trust, distribution, and early community are weaker than they could be. So I don t see it as brand first vs

... founder of Munch. I built this because I kept watching creators spend hours turning one video into posts. You paste a YouTube or Vimeo URL Munch extracts the transcript using 5 fallback strategies (so it actually works on videos competitors choke on) Claude AI writes 8 complete, platform-ready pieces in ~60 seconds. No file uploads. No per-action credits. One munch = everything. PH exclusive: Your first munch is completely free, no card needed. Just sign up at munch.video ... ... outputs, no subscription Annual plans available on all tiers. ============================================================================ WHAT'S RUNNING UNDER THE HOOD (the stuff that proves it's not just smoke and mirrors) ============================================================================ WHY CLAUDE? =========== Munch runs on Claude Anthropic's flagship model, not a cheaper alternative

... outputs, no subscription Annual plans available on all tiers. ============================================================================ WHAT'S RUNNING UNDER THE HOOD (the stuff that proves it's not just smoke and mirrors) ============================================================================ WHY CLAUDE? =========== Munch runs on Claude Anthropic's flagship model, not a cheaper alternative. We made a deliberate choice not to cut corners

... Premium: $300-500/mo The voiceover line item is where most channels overspend or underspend. Cheap voice = viewers click away. Expensive voice = margins disappear. What's your monthly spend on a faceless channel? And where do you splurge vs. cut corners

... need to reach a break even. - How much revenue you want to get. That could help you shape the target of your commercial services. Comment from M nevver Ertun (@munevver_ertuncc): I like the way you framed it around general vs tailored value, that s a really clean way to think about it. For products, it often feels similar: free should help users understand the value, while paid should unlock outcomes they can t easily get on their own. The tricky ... ... dozens of high-quality one-off videos every year. But if you want a 25-hour course on some deeper subject (how to play piano, speak French, etc) this is a different medium entirely. It is hard to consume vs

... curious: If you're an experienced developer building your own product: -> Are you letting yourself vibecode the MVP, or are you engineering it "properly" from day one? -> What's the one thing you refuse to cut corners on, even for an MVP? -> Have you shipped something vibecoded and then regretted (or NOT regretted) the technical debt? Would love to hear from both sides. I think there's a middle ground here that nobody's really talking about ... ... switch modes vibe code the MVP to validate the idea, then engineer it properly once you know it works. 10+ years of dev experience is actually a superpower here because you can spot when the AI is cutting corners

... systematically trained users to expect less? Second-Order Effects (Philosophy) : What happens downstream when churned users talk to your prospects? Each angle surfaces a different leverage point . Together, they form a map of the entire problem not just one corner of it. 3. Cross-Model Synthesis: Where the Real Insight Lives Individual models give you fragments. Synthesis gives you understanding. After generating each model's analysis, AIFlow produces a Cross-Model Synthesis a structured reflection on how the models interact ... ... consequences that ripple over time. If your question has a straightforward answer, a search engine is enough. But if your problem involves competing variables, second-order effects, human behavior, and genuine uncertainty that's exactly where AIFlow operates. AIFlow vs

... been building for years there's always a default framework I go for. Laravel is very good out-of-the-box for security, abstraction, data access, separation of concerns and essentially getting something running quickly that doesn't cut corners. I have preferences for things like frontend technologies (VueJS) so that was an obvious choice, as well as the CSS framework (Tailwind). All these things combined it's very quick to get things done, including switching out things like ... ... install on a more vulnerable family member/friend's computer to help prevent them from falling victim to scams. Comment from Ryan Hendrickson(@ryan_hendrickson): @maria_vannicola  Nice! Was there something that brought you to use Firebase over other alternatives

... Reader and Notebook and shows a button to jump back to where you left off. This will work on the notebook and your Reader, including PDFs. You will see a little blue dot in the bottom right corner of these tabs, which will enable you to jump back to your last spot. Beautiful link previews when sharing a Recall card: When you share a Recall card (clicking the share icon in the top right corner

... 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

... officially in nominees season for the Orbit Awards: AI Workflow Automation. This category is the how did I ever do this manually corner of AI. The tools that connect the messy middle. They route requests, hand off tasks, chase down follow ups, update systems, and generally keep work moving while you re doing literally anything else. The products in the running are @n8n , @Taskade , @Zapier , @Trace , @Relay.app , @Gumloop , @Lindy , @Wordware , @Airtop . Now we want the stories behind the automations. Which ... ... more thorough than other tools i've found Comment from Tommy Barav(@tommy_bar_av1): I use relay.app and for me it is the go-to app. Love the simplicity of it and how easy to use vs

... Lens v1.0 remains available for users who only need basic QR code scanning: Install QR Lens Basic QR Lens Pro New Features: Professional QR Code Generator (Brand New!) Visual Customization - Custom colors: Freedom to choose foreground and background colors - Corner styles: Square or rounded corners

... With the new year around the corner, we re doing what many others are doing: looking back. I started using PH this summer, slowly trying to understand how the platform works (I still have doubts about some features, but I'm making progress at least.) At first, my goal was simple: engage authentically . I didn t want to comment just for visibility or talk about things I didn t care about. So I stayed low-profile, joined conversations that genuinely ...

... live together You (and close friends/family) can come back years later You don t lose it if you change phones or clouds My goal is for this to feel less like a digital graveyard and more like a forever corner of the internet that stays warm , even when everything else scrolls away. Why I m sharing this here I m using AI video models under the hood, but the real challenge feels emotional, not technical. So I d love feedback ...

... more organized and accessible - kind of like having a personal AI newsletter that actually gets read. What started as a way to keep track of interesting AI developments from hugging face spaces for myself has turned into this little corner where I curate bite-sized AI content. No grand ambitions here, just trying to make the overwhelming world of AI a bit more digestible one byte at a time. Would love to hear what you think if any of this ...