... source agree, run on every change. Showing the work makes it checkable; something still has to do the checking. Good ship. Comment from Saumil D(@saumild27): This is exactly the direction we re pursuing with Docushell s Ethos : local document intelligence where answers don t just retrieve context - they show the precise evidence behind each claim. The important distinction is making citations verifiable, with stable source fingerprints and locators, rather than relying only on the model to mention a filename ...

... when it happens during document processing like in your RAG pipelines or data extraction it s an absolute disaster. Honestly, my team and I have been losing sleep over this exact problem. It s why we are building Ethos by DocuShell (it's an open-source verifier for document citations, source evidence, and RAG). While building it, we realized just how easily LLMs get totally confused by simple tables or negative sentences (like missing a "not" or "except"). We have ... ... anything with a small negative word like not or unless. Summaries can hide the mistake, but extraction/Q&A makes it much easier to spot when the model stretched the evidence too far. I ll take a look at Ethos

... polite societal lies). The Ky hansha community is built around the exact opposite: Honne (raw, unfiltered truth). Because the app itself is a judgment-free, unfiltered AI 'accomplice,' the people drawn to it share that same late-night, digital outlaw ethos . Once someone joins, it shouldn't feel like a LinkedIn networking group; it should feel like a digital underground safehouse where devs and tech enthusiasts can drop the corporate filter and actually be themselves ...

... working as a SME for implementation projects led me here. Been trying to work on a few starter projects, but no public releases yet. Just want to try my feet wet and see what I can build. My main ethos is focus only on user experience, with features coming along for the ride. Not the other way around. Experiences should be frictionless, adaptive, and personal. Comment from David Suttner(@david_suttner): Thinking of launching my MVP. It's actually like ...

... 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

... moving to a crypto-only model. Why? Quality & Sustainability: Crypto allows us to focus resources on building a profound AI, not payment processors. Global Access: True borderless access for anyone seeking connection. Privacy & Autonomy: Aligning with the ethos of sovereign digital interaction. We're starting with Bitcoin and Lightning Network for speed and low fees, supported by BlueWallet and Phoenix Wallet to make access seamless. The experience is profound. The future is sovereign. Subscribe now to join ...

... analysis accessible to every small and mid-sized B2B team. I focussed on real-time collaboration and natural language querying (English-to-Chart). I'm focused on deep technical execution and building a world-class product, inspired by the ethos of bootstrapped, profitable SaaS leaders. I'm here to gather honest feedback to shape our roadmap ...

... that s a good thing. Tools are great. Replacements and mass contentization? That s just hypercapitalism invading art. And that s antithetical to the very nature of creative work. Great things take time. They take care. There s an ethos to it. Without that, I m not sure who we are. It s one of the reasons I m building in this space, as a filmmaker, because it feels like the only way to counteract this while still helping small ...

... like to think tech for good is tech built around a genuine user pain point, delivering some clear, transactional solution without any hidden downsides for its users. But understandably, this is a pretty slippery slope since all businesses' primary ethos is naturally revenue ...

... much more vibrancy and personality to them, it was like everything pulled you into different fictional universes. We were promised a future and then had it snatched from us, but no longer. I've carried this mentality and ethos into our product and I hope that it will reflect on you, and hopefully, one day the globe. But for now, we start here, with our private beta launch. To be selected for private beta access, sign up over ...

... breakneck speed growth, diluting the equity and stake in the company. So for me, I'm choosing for my startup to bootstrap and intentionally seek out funding once I believe we've found investors that connect with our ethos and understand the larger vision at hand. Comment from Manu Goel(@manu_goel2): When you do it more out of passion than anything else, you don t want speed breakers Also, many other friends who got funded were not really happy ...

... seen firsthand how powerful community can be, not just for launching a product, but for shaping it into something truly useful. In decentralized ecosystems, transparency, contribution, and feedback loops aren t just values, they're lifelines. That ethos is something I m bringing into Interactively from day one. Why Community Matters Community means more than just having a group of users. It means creating a shared space for learning, contributing, celebrating wins, and most importantly, shaping the direction ...

... information about users connections across email, texts, calendars, social media, and contacts, allowing users to easily track and nurture their relationships. We believe Clay aligns perfectly with Automattic s dedication to making online experiences better for everyone. Clay s ethos is rooted in empathy, thoughtful design, and simplicity, reflecting a deep commitment to improving how people connect and collaborate. By bringing Clay into the Automattic family, we can explore its relationship-focused approach and integrate it across our messaging ecosystem ...

... build your component library". https://x.com/shadcn/status/1912... While they're doing a ton of things that make it easy to adopt all on its own via command-line tools and registry distribution, I think that central ethos is a big part of why it's so popular. Most component systems you build are going to want to do at least 80% (90%, more?) of the same things, and shadcn does an excellent job of handing you the baton for customization ...

... currently - Obsidian for both tasks management and content. used to use Jira at work and Trello at work and for personal stuff. Comment from Tania Bell(@taniabell): @alan_rivera  lfg. Obsidian all the way. love the tool, the ethos and their community. supper cool and inspirational Comment from James Daly(@jamesdaly90): I have a bit of a small ecosystem going: @todoist for personal tasks @Linear for work tasks @Akiflow to stitch everything together and assign each task ...