... Building CVBER free provenance infrastructure for artists. What it is: C2PA certificates (signed to Adobe / Google / BBC trust list) + invisible watermark + perceptual hash bundle + OpenTimestamps BTC anchor + auto-generated DMCA pack. It's the full lifecycle: detect -> prove -> enforce. Live at cvber.vercel.app [github MIT] Who it's for: Independent digital artists / photographers who post on IG / ArtStation / Pinterest and then find their work on 12 random Pinterest boards they never made, or in a Discord prompt thread ...

... built Shaper . Shaper is a passion project I m crafting natively for iOS and watchOS. It s not just another cold, generic habit tracker. It s a space designed to give meaning to what you do, helping you anchor sustainable routines without burning out. Every line of code and every design choice is driven by a single focus: making technology serve your balance, not your stress. Building this solo alongside my daily commitments has been a leap into the unknown ...

... make $5 look like a deal. I went with a different promise instead: the price you sign up at now is $5/month, and it stays $5/month for you even after I raise prices for new users later. No fake anchor, just a real lock-in. If pricing ever moves, it moves for people who join after, not for you. Curious how other pre-launch founders have handled this. Did you invent a "before" price anyway, or find another ...

... product mentioned in ChatGPT or Perplexity answers, and the data keeps pointing somewhere that makes me question the whole "GEO/AEO" hype. Ahrefs looked at 75k brands and found branded mentions correlated with AI visibility way more than backlinks 0.664 vs 0.218. It's correlation, not causation, so take it with salt. But the gap is big enough that I can't ignore it. Which makes me wonder if we're overcomplicating this. Maybe AI visibility isn't a new discipline ... ... from Voiqu Horatiu(@voiqu): @saied_alimoradi   I just ran a check on a larger brand we monitor to double-check this exact dynamic, and the data backs your hunch: it s almost always 2 or 3 "loud" anchor

... model of what "done" means, which is the same model that generated the work, so it cannot see the gap by construction. And the moment your tester can read the builder's own claim of success, it anchors on it. Two things that seem to hold. Run the judge on a different model family than the producer, even when the judge is the weaker model, because independence beats capability for that job. And give the judge the artifact ... ... have before. What is your judge running on, and did you pick it on purpose? Comment from Arash Rahimi(@irahimiam): The builder-agent-grading-its-own-work point is the one I hadn't connected before. Anchoring

... identity that holds month after month. The breakdown of editorial identities : ChatGPT Search is encyclopedic. It favors Wikipedia for Education, Recommendations, Comparison, and Purchase queries. If your content reads like a reference section, it surfaces here. Perplexity is video-anchored. It leads with YouTube for Education and Recommendations. Written content alone leaves citations on the table. Google AI Overviews is video-biased across six of seven intents. The one exception is Navigational queries, where brand-owned domains take ... ... slot. Google AI Mode is the most exploratory engine. It routes users back to Google properties for Purchase queries and cites LinkedIn for Education intent a signal none of the other engines produced . Gemini is YouTube-anchored

... Sometimes I cannot get how much information you store in your memory! :D All of these are tremendously valuable. I cannot wait to research them and apply something to myself :) Comment from Nika(@busmark_w_nika): @rnagulapalle  Regarding alternatives I couldn't find any alternative

... market B2B pricing and deal dynamics are broken at the extremes for opposite reasons. At the top end, large accounts often overpay because attribution is fuzzy and internal buying processes are heavy. Big logos set inflated price anchors that ripple through the rest of the market. At the bottom end, very early or small prospects frequently see only generic, low-quality outreach. They get quoted high because most vendors they ve encountered don t know what good looks like ...

... 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 to LinkedIn you said "Transparency, not hiding" as the positioning is sharp. The whole industry is moving toward pretending AI involvement isn't happening, so calling it out directly and making it a feature instead of a flaw flips ... ... script in a really smart way. Recruiters needing to know what was AI vs

... both content and   product work.   2. Google Search Console I basically live in it. For anything SEO, it's the only honest source of truth   about what's actually happening vs. what I assume is happening.   3. Ahrefs keyword and competitor

... 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

... while allowing the sound library to scale infinitely without bloating device storage. On-Device Audio Layering: Once cached, the core engine blends multiple high-quality asset streams client-side. Users can micro-adjust volume ratios between low-frequency masking anchors (sub-100Hz brown noise) and organic mid/high textures like heavy rain or train nights. Background Lifecycle Optimization: Built using Flutter, careful attention was given to optimizing native background processing lifecycles to handle prolonged audio streaming smoothly without triggering aggressive Android ...

... According to the 2025 @Stack Overflow Developer Survey (49,000+ participants), @VS Code still is the most-used dev environment, maintaining the top spot thanks to its marketplace. @Kilo Code , @Github Copilot , @Ultracite ... What are the extensions that significantly improve your coding workflow? Comment from Stan Kolotinskiy(@sk_uxpin): GitLens is something that I'm using daily especially for seeing who changed that line of code without going through git blame manually. Another thing that I'm using quite often ... ... JSON formatter - I need it for reading big files. Comment from John Abiola(@jonabiola): Combining GitHub Copilot with VS

... optimizer. It focuses on behavioral conditioning and neuroscience protocols. Here is how it actively fixes your routine: The 3-Step Loop: It assesses your baseline, delivers highly targeted protocols, and builds a dynamic daily checklist. Solar-Synced Nudges: It anchors to your local sunrise, reminding you exactly when to get morning sunlight, your precise caffeine cut-off time, and when to start your wind-down routine. Neuroscience Tools Built-In: Includes guided 4-7-8 breathing techniques and offers offline ...

... that proof. Shipping first gave us the stories worth sharing. Comment from Mickael Chiron(@hivin): Good point, personal brand helps early traction, but it can also bias feedback and hide product flaws. Maybe the real question is less brand vs product and more how to get honest users early without distortion. Have you seen cases where strong founder visibility actually blocked real feedback? Comment from Varun Dhamija(@varun_dhamija1): the problem that you raise here, and that is the most ... ... that now product itself isn't moat but distribution is. and there's no better distribution than founder funnel. Comment from Kabir Salunkhe(@kabirsalunkhe): @deangelo_hinkle  That approach makes sense, especially because it gives you something real to anchor

... reflection all live together with AI woven throughout to help you notice patterns, celebrate progress, and grow in a way that actually feels meaningful. Some of the features we're most excited about: The Compass : yearly direction-setting to anchor everything else Goals across six life areas, so growth isn't just about career Daily Journal with mood tracking and AI-powered reflection analysis Manifest : vision boarding, affirmations, and scripting journal Quarterly Reflect : an AI-narrated review of your progress ...

... Product Hunters, Most e-commerce spy tools on the market stop at the surface. They show you which ads a competitor is running or estimate their monthly traffic. They tell you what your competitors

... There used to be at least some clear logic behind startup valuation. You d take: hours rate MVP cost. That gave you a rough valuation floor. Not perfect. But it was an anchor. That anchor

... Flow (Veo 3.1) Google Flow is the professional filmmaking interface for Veo, Google's cinematic video model. It manages assets and references across clips to maintain visual coherence across shots. You can use up to 3 reference images to anchor character appearance, and it supports frame-specific generation and video extension. Best for: teams that prioritise raw output quality and are comfortable building their own pipeline around a high-end generation engine. 6. Higgsfield Cinema Studio Higgsfield takes a model ... ... agnostic approach: rather than locking you into one video model, it lets you swap between Sora, Kling, and Veo within the same timeline. It includes keyframing tools that let you set precise anchor

... connects directly to GSC and runs real-time analysis across 50+ SEO aspects: Top Page and Query Performance Top Mover Delta Analysis Growth and Decay Analysis Performance Trends Rank Disparity Analysis CTR Uplift Analysis Impression and CTR Segmentation Brand vs. Non-Brand Performance Cannibalization Analysis Topical Cluster Performance Device Parity Analysis Device Distribution Country Performance Long Tail Performance Trust and Authority Analysis Then it doesn't just report it. It moves from Performance Opportunity Analyze Fix Apply. Automatically. Comes with ... ... Apply Covering single URL audits, bulk URL audits, and full site audits. Then: AI Brand Visibility Brand Analysis Prompt Run Prompt Tracking Competition Tracking Citation Tracking Monitored across Gemini, ChatGPT, Claude, Perplexity, Grok, and LLaMA. It surfaces missing semantic anchors

... like this: "Improving user experience is important for retention." "Your retention problem isn't a feature gap it's a structural incentive misalignment. Users experience no meaningful 'loss' signal in the first 72 hours, so there's no psychological anchor keeping them engaged. Fix the loss architecture before adding features." "Focus on your most impactful issues." "Power law analysis suggests your top 3 churn drivers likely account for 80%+ of the problem but your current roadmap distributes effort evenly across ... ... 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

... plays a significant role in how products appear in Google search results. What surprised us was that AI assistants like ChatGPT were rarely citing Product Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven product recommendations and comparisons. In practice, it was not happening ... ... many tools which systematically run prompts against several AI models daily, and measure visibility of a product within prompts. We're using a new tool called @Gauge . We chose because a) their citation tracking is more useful than the alternatives

... Elements (persistent characters, props, products) Anything that must stay identical becomes an Element: Characters Props Products You reference them inside scenes as Element1, Element2, etc. So the model isn t guessing your product or character every time - it s anchored. Pro tip: angle references are a game-changer For best results, each Element uses: 1 main image 3 angle refs (front / left / right) More angles = fewer surprises when camera shots change. 3) References (lock the environment + style) References define ...

... school? A simple GPS watch with an SOS button can integrate its location data into your primary app, creating a hybrid model. Use dedicated devices to fill specific, high-concern gaps. Prioritize Privacy and Consent: Regardless of your tools, anchor your strategy in trust. Use resources like the EFF's overview on Cell Tracking to understand the technology. Have open conversations with family members about why safety tools are used, what data is collected, and how it is protected. Ethical ...

... capacity subscriptions only EX 100+ seats. However a complete per seat structure is not off the table for future integration. In many situations, our view is that the customer can actually get more value from an established seat structure vs individual seats, especially while scaling and as demand grows ! Mike Comment from Dansaki Samuel(@dansaki_samuel): I m seeing more teams move toward a hybrid model rather than pure usage-based. A flat SaaS base helps buyers feel anchored