... insights in which datasets improve the model and which degrade it. Influence guided training has been shown to halve the convergence time. Dowser by Durinn tells AI teams which training data improves model performance and which data hurts it, democratizing what big model providers are doing. How it works Teams define a target capability or task Dowser identifies high impact datasets from Huggingface and suggests optimized training directions. Why now? Training costs are exploding while performance gains are flattening Synthetic ...

... commercial banks. After DCSocial: anyone with trust. Who captures the value? Right now: banks and shareholders. After DCSocial: communities and participants. Who controls access? Right now: credit bureaus and algorithms. After DCSocial: trust networks and relationships. This is financial democracy. This is economic sovereignty. This is what money should have been all along. WHAT WE WRITE ABOUT We publish on Medium to explore the ideas behind DCSocial: Platform capitalism and why it's broken The creator economy and who really ... ... cooperatives, mutual aid networks. You need credit that circulates locally. Developers building on protocols: Open source, open data, open infrastructure. Build on DCSocial. Skeptics questioning the system: Banks, credit scores, debt traps. You're right to question. We have alternatives

... limited to founders with connections, location advantages, or insider networks. Yet today, most early-stage founders struggle not because their ideas lack potential but because the pathways to capital and tools are unclear, fragmented, or inaccessible. OpenStanford exists to democratize funding. We re building an open, transparent hub that gives founders everywhere the tools, insights, and guidance they need to raise capital, validate ideas, and build faster. Whether you re in Silicon Valley or across the world, OpenStanford is designed ... ... founders preparing to raise Builders seeking transparent funding resources Students and researchers transforming ideas into ventures Anyone outside traditional tech hubs who deserves equal access to capital Our mission To turn funding access from a gatekept system into a democratized

... everyone I recently launched TwoBirthy.com , a platform that hosts AI-judged debates between Democrats and Republicans , completely at random. Here s how it works: Users are randomly paired for a political debate. An AI judge listens to both sides and declares a winner based on argument quality, logic, and civility. The goal is to encourage respectful, intelligent conversations between people who often disagree. I built it because I wanted to use AI to bring balance and fairness into political discussions ...

... world. We envisioned a future where AI could be built as easily as a presentation slide, where powerful models could be integrated into workflows without a single line of code. From the very beginning, our mission was clear: to democratize AI development. We wanted to create a platform where entrepreneurs could prototype an AI solution in hours, where teachers could use AI to personalize learning, and where small teams could automate repetitive tasks to focus on high-value work ...

... Product Hunt I'm Juan, one of the co-founders of Bevel. Bevel is your AI-augmented documentation and diagramming tool for codebases, and we're on a mission to democratize code understanding starting with legacy systems where context is often the hardest thing to find. Over the years, we've seen dev teams waste hours (or days) trying to answer simple questions like: "What does this function do?" or " Why was this written this way?" Worse yet, outdated docs ... ... tribal knowledge slow everything down from onboarding to refactoring to rewriting. That's why we built Bevel: A VS

... there: Germany stays artifically cheap due to the poorer countries in the Euro union. Comment from levelsio(@levelsio): @nevil  "The politicians are a reflection of it's people." Actually it's not. The European Commission (EC) is not democratically elected and creates the laws in the EU. The EC is NOT a reflection of the European people in the slightest. Comment from levelsio(@levelsio): @raphael_schaad  Yes! Contribute your ideas on https://euacc.com/ and share it with everyone ... ... chance for a decent living. Do we really need to replicate that, or rather should find a new model? As for general deregulation, we should be very careful, as it can be used by mentioned monopolies to block new competitors

... community which means more exposure but also more competition for attention. Uneed could be a good option to get some early traction and feedback with less noise. Depends on your product and goals but worth checking out as an alternative or complement to PH. Let us know how it goes! Comment from Konrad S.(@konrad_sx): Didn't know Uneed, just checked it, looks like a Product Hunt clone with fewer features, fewer products and a smaller audience. It seems ... ... advantage of Uneed is that it's completely democratic