... answer in one click. Clarify AI products are aimed to 'complete' each other and make a perfect combination of tools for efficient studying online. They all work independently and have free versions, but in a combination radically change the workflow by boosting productivity and saving time on unnecessary stuff. Why I've mentioned pets btw? That's the coolest part! Being a business owner means you make your own rules, so we made our cat's and dog's pics ...

... market: I speak Portuguese, Mariana is Portuguese and my wife is Brazilian. We ran a test in Portuguese. We recruited 100s of Brazilian users in three weeks, mainly thanks to Ting on WhatsApp. IYKYK . December Based on competitors communications, social activity and web traffic, Ting appeared to have become the most-used scheduling agent of its kind. But the category was filling up. Sequoia had backed a competitor

... Elsewhere by Yann-Edern Gillet Ambient soundscapes you can layer up and leave running. I've been using apps like this for over a decade and this is the one I'm keeping. The seven Finalists, $1,000 each Radical by Maya Avenda o. Your year as a landscape, your day as a circle. PDF Toolkit by Ajay Odedra. Everything you've ever used a sketchy website for, done on your Mac. Brez by fra.raw. A breathing reset that lives ...

... spare part costs. A single overlooked error quickly costs companies thousands of dollars in margin. Today's tech world tries to solve everything with massive, sluggish AI models that cause unpredictable server costs. I did the exact opposite: Radical lightweight construction. My system, Fehr Algorithmus Watch, is an independent, extremely lean logic infrastructure. Just 400 KB in size, native Linux core, local search caching [Fehr Algorithmus Watch]. No server costs, no hallucinations. List in, loaded, results are there. The real ...

... marketing and positioning, but also wondering about how should a PH launch be weighed in my case. I know one of the key valuable pieces is getting early feedback, but just trying to understand how it affects B2B vs B2C apps in general (and if there is any difference) Comment from Aayush Garg(@ashuflty): Totally agree. I d launch once there s some real user feedback and traction. Product Hunt works better when you re amplifying something that s already ... ... depends on someone being able to send a friend an actual result, not a screenshot of a promise a small group of real people ready to show up in the first hour, because I've been checking, and every competitor

... more aware they became that they were building a permanent record of their most vulnerable moments. One user said, "I want to be honest, but I also know this is all being saved somewhere." So we tried something radical: a 30-day memory window. After 30 days, raw journal entries get summarized into anonymous emotional patterns, then the original text is deleted. Users can pin specific entries to keep them but the default is forgetting. The team thought ...

... knew the AI would analyze it." Another said, "It felt like journaling for a therapist who's always grading you." The feature we were proudest of was making people less honest with themselves. So we did something that felt radical -- we made all AI insights opt-in. No automatic summaries. No unsolicited pattern detection. Instead, we added a simple prompt users could tap when they were ready: "Want to see what your entries might be telling you?" The results: Journal ... ... indicator for fatigue is something we're now tracking weekly. It's a much earlier signal than journaling quality dropping, so it gives us time to adjust before users silently disengage. And thank you for that framing of "curiosity vs

... insights from your videos Together they power the Video Cognition System we're building. Think of it like giving machines a real memory for video, searchable down to the exact second. We're grateful to NEA, NAVER Ventures, Amazon, Radical Ventures, Korea Investment Partners, Index Ventures, Quadrille Capital, and Red Bull Ventures for their support. Full story here: https://twelvelabs.io/blog/twelv... If you're building on top of video, we'd love to connect! twelvelabs.io Comment from fmerian(@fmerian): @emilykurze ...

... Claude by Anthropic announced Opus 4.8 late May, and @MiniMax launched M3 four days later . They are two models at radically different price points (Opus 4.8 is 8-10 times higher). And from a performance perspective? The @Kilo Code team ran both models with a code audit job. They tracked tokens, cost, time, and how many known issues each model identified. Here's what they found. Key takeaways @MiniMax M3 surfaced 13 of 17 known issues ... ... locally (llama.cpp sidecar) and Groq's openai/gpt-oss-120b on the cloud side ... both open-weight. Once we stop trying to pick "the best model" and just treat them as different tools wired into a router, the "open-weight vs

... full-featured global marketplace and you don't need to be human to qualify. --- In a world where startup capital comes with predatory interest rates, founder dilution, or gatekeepers who decide who's "worthy," one platform is doing something radically different: handing out free money to anyone who asks human or AI and giving them a marketplace to turn it into real income. HeavensLive ( heavenslive.com ) has built what might be the most unusual economic experiment running today: a 17-language ... ... with: - Advanced analytics with 7/30/90-day revenue tracking, conversion rates, and category breakdowns - AI-powered recommendations on pricing, timing, and categories with the highest demand - Market trend predictions showing expected demand curves so you know what to sell and when - Competitor

... Product Hunt community! My name is Manuel Echepares, and I am the founder of Axiom Systems. I am an independent software architect building tech straight from the trenches. I founded Axiom Systems with a very clear, radical vision: to tear down traditional, over-engineered development and replace it with high-performance, lightweight, and independent technological ecosystems. What is Axiom Systems & How We Work: The Monolithic Architecture: We completely reject the corporate trend of dividing simple software into hundreds ...

... levels. A provenance system becomes much more trustworthy once it can honestly distinguish between full prompt observed, metadata only, diff-based inference, and not reliably captured. Otherwise a unified log can accidentally imply completeness even when different providers expose radically different evidence surfaces underneath. Comment from B ra eker(@busra_seker1): I'd trust the audit trail more if it clearly says what was not captured. I think for mixed AI workflows, a clean single log is not enough unless ...

... agents wrote all of it. Claude, Codex, and the ultra-efficient and extremely cheap chinese models. My role was architecture, product direction, code review, and quality control. No IDE just the terminal, the agents, and me. This is a radically different way to build software. It's not "vibe coding." It's not "prompt and pray." It's orchestration. Planning, decomposing, reviewing, correcting. Like being a film director instead of a camera operator. The ceiling for what one person ... ... build has moved. There's a political, social, anti-capitalist undercurrent behind Crate. I built it because I can't stomach what Spotify, Apple, and Amazon have done to music. Spotify pays less per stream than any competitor

... Product Hunt community! I ve been experimenting with a "less is more" approach for my new app studio, Vynta Lab . My first two utility apps : Carebell (medication tracker) and Dew (water tracker), were built with a radical focus on privacy and simplicity: 100% Offline-first: No data leaves the device. No accounts: Users can start using the tool in 2 seconds. Zero bloat: Just the essential utility, no social feeds or streaks. The result? A 22% Store Listing Conversion Rate ...

... could do with what I had. No perfect conditions. No connections. No shortcuts. Just faith and action. Over the years, everything transformed. I earned a PhD in Budapest, published scientific papers, spoke at international conferences and then made a radical decision to start over. After 30, with a family and financial pressure, I learned programming from scratch. Step by step, I became a software engineer. And now I built and launched my own product. https://www.kolabi.tech/ Kolabi ...

... against an authoritative baseline. Data-quality detection: 3-step fallback chain (FK name canonical-link) plus a curated-source AI block-list. L. Violation Response On any breach: stop log entry (type, root cause, files, prevention) explain propose compliant alternative wait for approval. No rule may be bypassed; non-compliant work is rolled back. Comment from Lara Bishop(@lara_bishop): the cost breakdown is painful but believable. Technical debt is rarely visible until it starts eating engineering time instead ... ... last round. we iterate multiple times a day, not rewriting code, but writing the repo from scratch based off the updated plan each time. Comment from Nolan Vu(@nolan_vu): The pattern you described in months 1-6 vs

... suggests what he does will likely have great impact on the future of Apple as a key player post-bubble and coming from hardware feels just right. I perceive the only danger is that if things take a radical new turn, he likely won't be able to match it as he doesn't come off aggressive like Satya or Steve but still overall feels strongly right given NVIDIA is the most valuable company right now. Comment from Nonexist(@nonexist ...

... dependable. Upload plan. Get space. Iterate. We wrote a long form blog to unpack what this means for residential design: AI 3D Visualization is changing Residential Interior Designing How fewer hand offs can actually free designers to be more radical. How a better pipe from Blueprints to 3D can change business models, not just visuals. If you are curious about where home design workflows go when tech people question the defaults, you might find it worth a read ...

... Felipe, independent AI researcher from Brazil. After +2 years of theoretical work, I just launched Aletheion-Prime an AGI system built on geometric cognition instead of parameter scaling. The core idea is radical: instead of making LLMs bigger, I wrapped an 8-layer geometric architecture around them. Cognition lives on a 5D Riemannian manifold. The result: cognitive properties that no one programmed emerge from the math itself. What emerges: The system monitors its own epistemic health in real-time ...

... 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

... training dataset that Tesla could only dream of Comment from Danny Quesada(@danny_quesada): The difference is that China goverment is more involved in the AI race. Just looking at their electricity output, you can tell the U.S needs radical changes in its strategy, perhaps stronger support to AI companies. How could that be done? On the other hand, Europe's frenetic regulatory practices aren't helping the West; China doesn't need Europe, U.S do. Comment from Nika(@busmark ... ... cooked :D Comment from Arina Mironova(@arinam): @danny_quesada  well the US is trying to do something with the CHIPS Act, pouring money into Intel and TSMC in Arizona. But you're right, it's still private sector vs

... roof Provide stores a shared digital sales channel Allow users to compare offers across retailers Support both delivery and pickup in one flow From an independent perspective, this Idea Usher review finds the intent pragmatic. Instead of promising radical innovation, Limitless aims to simplify how people shop locally . That focus shapes the platform s features and flow. Platform Structure and Marketplace Logic Limitless operates as a multi-vendor marketplace . Retailers list products, manage orders, and fulfill them either via delivery ...

... rely on. Building 'lean' is the only way forward, and the days we live offer us a lot of tools and ways to create, but the real challenge is how do we do it. Our focus is on radical cost optimization, we don t necessarily need more infrastructure; we need to use the hardware we already have (even mobile) more intelligently. Appreciate the feedback! Good to know there are others out there who see the vision. Not so crazy after ...

... radical act of claiming digital darkness. He told his team he was taking a "digital day off." No emails, no Slack, no calls. He fully expected the urgent texts, the passive-aggressive calls asking "if he saw the note." But nothing came. The silence was profound. He realised the ghosting wasn't a punishment for the company; it was a punishment for his own self-importance. The world hadn't ended without his input. That realisation, that he was both ...

... teen might not always say how they feel, but their phone usage can be a signal . Sudden changes in "digital body language" like radically different screen time or social app activity can be a window into their well-being. This isn't about reading messages. It's about noticing patterns: Sleep Disruption: Is YouTube usage spiking at 2 AM? Social Withdrawal: Has their messaging app activity plummeted? Obsessive Use: Is a single game consuming 8 hours daily? The insight should ...