... train policies, and iterate. We expected this to be interesting. We didn't expect a 3-day thread involving Valeria @hi_i_am_mimo , Dipankar Sarkar @dipankar_sarkar , and Syed Noor @syed_noor4 that got into reward shaping, unmodeled dimensions, and train/test reward splits at the level of an ML paper review. The sharpest point came from Dipankar @dipankar_sarkar : unmodeled costs don't stay neutral in a reward function, they become free reward. An agent trained on a simulator ... ... doesn't model egress will drift toward chatty cross-AZ topologies precisely because egress looks free. The policy that emerges looks optimal in the sim and ships expensive in production. His solution, a separate eval environment with the "free" dimensions

... noticed instead was something that practitioners had normalized: buyers are routinely asked to make major financial decisions based on a document they cannot read. A floor plan contains everything a buyer needs to know about a space. The dimensions, the flow, the relationships between rooms, the light, the proportion. The trained professional reads all of that instantly. The buyer reads room labels and tries to count the boxes. The result is a structural sales problem that the residential development ... ... real estate industries have been working around for decades rather than solving. Delayed decisions. Price negotiations driven by uncertainty rather than dissatisfaction. Lost sales to competitors

... Kitty Coin leaderboard . This is definitely one of the biggest changes on PH recently. Now it s baked right into every profile homepage: Gone is the old single total score + gold/silver/bronze medals. Instead we get a clean, multi-dimensional view that feels way more balanced visually. To me, it actually pushes us to explore PH in lots of different ways. Even if we all have our favorite corners and strengths, it splits the old history points into several fresh dimensions

... Product Hunt I've been building ORBITAISPACE for the past few months and launching this Wednesday. Here's the problem I kept running into: Every time I had a startup idea, I'd spend days researching market size, competitors, feasibility, investment needed. By the time I finished, I'd either talked myself out of it or lost momentum. So I built ORBITAISPACE. You type /idea [your concept] and in seconds you get: Market size and TAM Feasibility score across ... ... dimensions

... many projects get delayed because "rough sketches" weren't clear enough for the team. Whether you re setting a small house or big bunglow,precision matters. I built a tool that takes the friction out of planning. 1.Input your dimensions. 2.Get a clean, professional 2D layout instantly. 3.Share it with your team. No CAD experience required. No expensive software. Just dimensions

... languages. Exports to a clean, ATS-friendly PDFs   3. Get a match score The AI analyzes your resume against the parsed job and gives you:   - An overall compatibility score   - A skill gap breakdown (missing critical skills vs. nice-to-haves vs

... Hunt community, My co-founder and I aren t interior designers. We re tech builders who identified a massive inefficiency in how design expertise gets communicated. The problem we discovered: Interior designers have incredible spatial knowledge. They understand room dimension psychology: Why ceiling height matters, how proportions affect furniture selection, why narrow spaces need specific optical solutions. But showing that expertise to clients? Painfully slow. Traditional rendering takes 2-3 weeks minimum. Most designers rely on mood boards and generic ... ... inspiration photos because custom visualization is too expensive and time-consuming. By the time they finish detailed presentations, potential clients have already hired faster competitors

... either been a breakthrough or a setback as they pursue their purpose. There is a feature called "Connections" where you can add the people you interact with daily and have shared goals as accountability partners. We focus on 8 dimensions of life with our purpose as the core. Between the 8 dimensions

... PHIEN Image a free, fast, and high-quality online app. This feature is designed to resize images effortlessly for web, social media platforms, and print without compromising quality. With Free Online AI Image Resizer , now you can change image dimensions, resolution and size according to your choice using advanced AI! Some of the features it offers are: Resize Image by Dimensions

... closer to the metal" for example the popover component: shad``` <PopoverContent className="w-80"> <div className="grid gap-4"> <div className="space-y-2"> <h4 className="font-medium leading-none">Dimensions</h4> <p className="text-sm text-muted-foreground"> Set the dimensions

... working on a revolutionary fire protection product that can have a massive impact and empower home owners to protect their houses from wildfires. I need to figure out what is the best way to estimate the total dimensions of a house if only given an address. I need to understand roof angles, forms, heights and overall dimensions

... about the pain points faced by creators when it comes to video storytelling? Curious to hear what your top challenges / frustrations are about your video creating or editing workflows? For me, it is converting my final edits into various dimensions that fit each platform (IG vs

... Brand personality is an emotional brand image, in other words: emotional connection between consumer and brand. Competitors can copy features, services, and distribution channels, but by creating an emotional image of the brand, the company could obtain a really strong differentiator. J. Aaker, a specialist in marketing with a focus on brand strategy, conducted research into brand personalities, and identified the following five dimensions