... search put the correct paper seventh. A basic graph walk put it fifth. Ranking candidates by which relationships actually satisfied the question put it first. One convenient example proves very little, so we tested 500 questions from the public STaRK-MAG benchmark. Across two splits, our graph-constraint ranking put a correct paper first on 62.4% and 66.0% of questions. Lexical text search scored 36.4% and 40.4%. A basic graph approach scored 51.2% and 52.4%. The useful takeaway for builders ... ... that matching a topic and satisfying a question are different retrieval tasks. A paper can sound perfect and still come from the wrong institution. Some boundaries matter here. This is our methodology benchmark using STaRK

... nudges. "You haven't journaled today." "Your streak is at risk." The standard playbook. It worked. DAU went up. But something felt off. We started reading what users wrote on the days they came back because of a notification vs. the days they came on their own. The difference was stark

... have actually diverged in outcome in the ledger so far and if it's inferred, what's your cold-start before a single divergence has been observed? Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise 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

... library, it s way more than Mickey and Goofy. It spans Marvel, Star Wars, Pixar, and a bunch of other properties. Not everything is included in the deal, though. For example, you ll get the illustrated Tony Stark, not the Robert Downey Jr. version. The deal is good for three years, but this could be just the start. The House of Mouse also bought a $1B stake in the company, while stating its intention to become a major customer ...

... offline. No accounts. No cloud sync. No tracking your productivity to sell ads. Your data stays on your device, period. We're still early learning what actually helps people focus. What feels like the right amount of simplicity vs. too stark

... truly appreciate this because Octopus AI isn t just about building another assistant. My vision has always been to create something that feels like a real partner in your daily life, just like Jarvis felt to Tony Stark. Not cold, not robotic but human, emotional, and Explainable so this isn t a what if concept it s something that already exists, and I m taking it step by step towards becoming the world s first AI Life Operating System ...

... Want to read more write-ups like this? Subscribe to the Product Hunt weekly newsletter for a new one every Sunday My childhood dream was to build a real-life JARVIS, Tony Stark s AI assistant. And in 2021, it looked like I d have my shot. It was in between the launches of GPT3 and ChatGPT. We were starting to see things happening with large language models, and I believed that in the next few years ... ... that, we weren't even a consumer software company. By January, we were seeing long posts on LinkedIn and X about how the product had changed people s lives. We also saw ~20% of our users convert to paid (vs

... later. And when I finally had my own internet business that was making thousands per month, I remember telling people in Amsterdam, and they'd ask me "when are you going to get a real job?". This was a stark difference from when I was abroad and told people what I did. People were excited, supportive and wanted to learn to do the same thing. Every year that I came back to Europe the culture felt more stagnant, more pessimistic ... ... your initial approach - 12 startups in 12 months) build the most barebones version of each idea quickly (e.g. 1 month per idea) and see if it gets traction/paying customers? How did you ultimately narrow down on building PhotoAI/InteriorAI vs

... Aaron from Stark here wondering how does your team handle your accessibility related documentation and spec process? Do you use any specific tools and processes to manage this ...

... Makers Aaron from Stark here. A lot of us will likely be bfuilding and launching products throughout the year so it s a good time to strategize on how we approach accessibility efforts. I wanted to ask where in your product lifecycle you start thinking about accessibility ...

... there! I'm Cat, the CEO of Stark a suite of integrated tools helping designers, engineers, and PMs build accessible and legally compliant products. A designer by trade, my focus is on bringing to life products and technology that maximize the way people access the world s innovation. I'm here to answer any questions you might have about design, accessibility, team building, and founding a company. I will be answering questions next Thursday ...