... between retrieval/evidence and the final answer and checks whether the available evidence actually supports the claims being produced. If support is insufficient, it can fail closed. I recently ran the same frozen black-box protocol against: AletheionAGI Guardrails AI NVIDIA NeMo Guardrails Patronus Lynx Final observed results: AletheionAGI 9 PASS 0 FAIL 1 SKIPPED 0 ERROR Guardrails AI 4 PASS 2 FAIL 4 SKIPPED 0 ERROR NVIDIA

... Moonshot : Kimi K3 2.8T params, largest open weights ever (Jul 16) ByteDance : Seedance 2.5 (Aug 3) MiniMax : H3 multimodal (Aug 3) Huawei : openPangu-2.0-Pro 505B total / 18B active, open source (Aug 1) Meituan : LongCat 2.0 (Jul 20) NVIDIA : Nemotron TwoTower (Jul 1) poolside : Laguna S 2.1 (Jul 21) thinkingmachines : Inkling (Jul 17), Inkling Small (Jul 30) Ant Group : Ling-3.0-flash (Jul 23) Kuaishou : KAT-Coder-Air V2.5 / Pro V2.5 (Jul 10) SenseTime : SenseNova U1.5 (Aug 3) That ...

... genuinely excited to share this one. Intrascope is now a member of the @NVIDIA Inception program. We started building Intrascope because our own team needed a better way to use generative AI across the company without losing control over access, context, models, usage, and costs. What began as an internal need has grown into a platform that helps teams connect leading AI providers, manage permissions, define shared company and project context, and understand how AI is being used across ... ... organization. Joining the NVIDIA

... pledged with Nvidia-backed Firebird to build "Data Center Valley" 100,000 GPUs, live by 2027, part of Kazakhstan's push to become a regional AI hub. Thoughts anyone? I'm personally a little confused about why they chose Kazakhstan as the new data center capital ...

... Wired or Integrating: FastAPI, React, Three.js, WebGL, Tailwind, Socket.io, Docker, Kubernetes, Terraform, Nginx, Redis, PostgreSQL, SQLite, Figma, Notion, Linear, Jira, Slack. COMPANIES & LABS WE WANT AT THE TABLE: OpenAI, Anthropic, Google DeepMind, Microsoft, Meta AI, xAI, Moonshot AI, NVIDIA, Mistral AI, Cohere, Stability AI, Midjourney, Runway, ElevenLabs, Replicate, Hugging Face, LangChain, Vercel, Cloudflare, Stripe, Shopify, Notion, Linear, Figma. FOR CONTRIBUTORS: Verified dev badge. Tiered system access. Fair credit/revenue distribution. Owners, devs, superusers, archival users everyone gets a seat. Distributed ...

... this problem. After testing similar apps for Windows, I realized that the goal of my app is maximum ease of use (modelled after Google s visual translation on Pixel devices). The app works as an overlay (similar to Nvidia Overlay) that sits in the system tray and can be launched with a hotkey. The architecture is designed so that you can change most settings in real time with minimal effort. Currently, the following core features are available: Overlay mode Text ...

... their future prospects? Comment from Linh-Chi Evelyn Phan(@linh_chi_evelyn_phan): @busmark_w_nika  in Kling AI :) if it ever goes public Comment from Shikha Shandilya(@shikha_shandilya): I would invest in Anthropic , NVIDIA and AMD . However I would also go for Gold and other rare material besides investing in company only. Comment from Alochukwu Dibor-Alfred(@alochukwu): I think it depends on whether the company is building a durable business or just riding a wave ... ... defensible from the inside. Comment from Nika(@busmark_w_nika): @surabhi_minocha  Do you have any examples of companies in mind? Comment from Nika(@busmark_w_nika): @pranay19  I would go into these too. At least Google, NVIDIA

... what actually sets you apart? As for what I m building: I m creating VertoX , the world s first real-time speech translation system that preserves the speaker's original voice, tone, and emotions. We have no direct competitors in what we are doing. Our ICP is literally the entire world. It doesn't matter if you're an enterprise company, a student, a traveler, or a government agency; VertoX is here to completely eliminate the language barrier globally. Comment ... ... retail investors - most of them don't have 3 hours to parse an earnings call and just want to know if the number matters. Natural language on top of financial data is exactly where AI actually adds value vs

... annual budget. Their COO admitted they can t justify the expense. Microsoft has revoked AI licenses from its own developers to control costs. Starbucks scrapped its AI inventory system after 9 months because it performed worse than human employees. NVIDIA s VP recently said that AI is costing more than human workers. So the question is (are): Will companies eventually find a way to significantly reduce the cost of AI? Or will we see a partial return to old-school ... ... your take on this? Comment from Nika(@busmark_w_nika): @adela_c  Time will show us :) Comment from Nika(@busmark_w_nika): @jiaqi_lu  Do you have any tracking system that estimates what is cheaper? (human vs

... deploy. Paste a model ID, it scans your GPU, VRAM, OS, and serving libraries, gives you a Hardware Ready verdict and full memory breakdown (weights + KV cache + serving overhead). No surprises at runtime. Supports Apple Silicon (M1 to M5), NVIDIA (CUDA), AMD (ROCm), and serving libraries including Ollama, llama.cpp, SGLang, TensorRT-LLM, PyTorch and many more coming. It tells you why something won't work, not just that it won't. CPU support is something we're actively working through ... ... oneInfer-edge is part of the broader oneinfer.ai inference control plane, a platform built for teams shipping multimodal AI products at scale. oneInfer-edge brings that same infrastructure intelligence to your local machine so self-hosting is a genuine alternative

... deploy. Paste a model ID, it scans your GPU, VRAM, OS, and serving libraries, gives you a Hardware Ready verdict and full memory breakdown (weights + KV cache + serving overhead). No surprises at runtime. Supports Apple Silicon (M1 to M5), NVIDIA (CUDA), AMD (ROCm), and serving libraries including Ollama, llama.cpp, SGLang, TensorRT-LLM, PyTorch and many more coming. It tells you why something won't work, not just that it won't. CPU support is something we're actively working through ... ... oneinfer-edge is part of the broader oneinfer.ai inference control plane, a platform built for teams shipping multimodal AI products at scale. oneinfer-edge brings that same infrastructure intelligence to your local machine so self-hosting is a genuine alternative

... mostly about making local coding-agent setups less fragile. What changed: - Reworked the Launch / Profile flow so picking agent + profile + workspace + session is faster - Better bridge routing and model metadata for Codex / Claude-style launches - New provider profiles: xAI, NVIDIA NIM, and Mimo - Pi profile launches and direct Pi session support - Agent enable controls, bridge proxy controls, and an in-app release update indicator - Web Chat now surfaces context-compaction notices more clearly If you use multiple coding agents ...

... already be partially automated with AI. Blue-collar work is physically harder to replace at scale because robotics is expensive, slower to deploy, and depends heavily on real-world environments. But I don t think it becomes humans vs AI. More likely: small teams + AI replacing large teams without AI. Comment from Haritha Vijayakumar(@harithavijayakumar): @busmark_w_nika  Yes, that s another huge shift. AI increases productivity, but at the same time it also changes perceived value and pricing ... ... test is whether the economics still make sense once that normalizes. Comment from Alper Tayfur(@alpertayfurr): I think white-collar work gets affected faster because most of it already lives inside software. But the real split is not blue vs

... amazes me how much you can achieve today, even without big VC money. We've been bootstrapping out of Madrid, Spain (which is obviously easier to do than living in high cost of living cities) and have benefits from NVIDIA Inception Program. Agree with comments that building is just step one and the true test is distribution. Comment from Vlad Gerasimchuk(@vladsf415): Launched 5 Shopify apps on $0 raised. Railway ~$20/month, Resend free tier, Shopify Partner program ... ... person, it might be literally $0; for another, it might be $3k/mo till break-even. Break-even on another hand depends on the nature of business + market (whether you need to scale adoption vs

... real-time multilingual communication. There s still a lot to improve, but seeing the system evolve like this is a great feeling. It also makes me appreciate how powerful the open-source AI ecosystem has become. Huge respect to NVIDIA, Google, Qwen, and all the teams pushing this space forward. A lot more coming soon for VertoX Comment from Lamont Justin(@lamont__justinn): Nice this feels like real infra getting better week by week progress, not just product hype. Lower ...

... 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 Chris Messina(@chrismessina): @itsluo  Tim cooked but his Ternus over now. Comment from Vova Lavrik(@vova_lavrik): @itsluo  i bet in 5 to 10 years Johny Srouji will ...

... Podcast best product/growth content. His interviews with founders who actually built things (not just raised money) are gold. Latent Space if you're in the AI/ML space, this is required listening. Deep technical conversations about what's actually working vs. what's hype. The Changelog open source and developer ecosystem. Great for understanding where the industry is heading. Indie Hackers Podcast real numbers, real struggles, real revenue. No vanity metrics. The pattern I've noticed: the best podcasts for builders ... ... rohan_108): @byalexai  Check out Empire Flippers too - good podcast on buying / selling online businesses. Comment from Hamid Khan(@get_map_leads): Solid picks, but Acquired is on another level. The depth they go into on companies like Nvidia

... looking for contributors to make it even better. PinchBench started as a side project of @realolearycrew . The goal was simple: create a real-world benchmarking tool to help developers choose the right LLM for @OpenClaw agents. Fast forward, @NVIDIA CEO Jensen Huang featured PinchBench in his GTC 2026 keynote as the definitive standard for evaluating the real-world performance of OpenClaw agents. Launched this week on Product Hunt, ranked in the Top Products ...

... Product Hunt! I built ClawBox a plug-and-play AI assistant box running on NVIDIA Jetson Orin Nano 8GB. The idea: you plug it in, scan a QR code, and in 5 minutes you have a local AI assistant that runs 24/7 at 15W. It connects to Telegram, WhatsApp, Discord, and can automate your browser. Specs: 67 TOPS AI performance 512GB NVMe SSD Carbon fiber case OpenClaw pre-installed (open source) NVIDIA

... LLMs locally on your #MacBook using full MPS (Metal Performance Shaders) acceleration. M1 through M5, your chip was built for this moment. We've been hearing this request since day one. We listened. We shipped. No cloud costs. No @NVIDIA required. No complex setup. Just: pip install modelforge-finetuning ...and you're fine-tuning on your Mac. At ForgeOpus, we're on a mission to democratize AI, and that means powerful tools that work for every builder, on every machine ...

... bottlenecks and ways to solve them. Once that's known, you can feed that to Claude Code / Cursor and they will implement the code. Using Claude Code and the nCompass agent, we implemented a Hopper GEMM kernel that outperformed NVIDIA's CUTLASS GEMMs by 3%, within a day - this took us months once. I'd love fo you to try this for yourselves - and let me know how it goes! If you have access to an NVIDIA

... summary: "Client wants meeting, suggests Tuesday 3pm" 3. AI suggests reply: "Tuesday 3pm works, here's my Calendly" 4. One click Draft opens in compose 5. Edit if needed Send via Gmail 10 hours/week saved. ## The stack: AI Engine: NVIDIA NIM + OpenRouter (auto-fallback if one fails) Reply Gen: Learns my tone from sent emails Gmail API: Native OAuth, secure, no data leaks Deployment: Runs locally on my machine ## Why local matters: Unlike Superhuman, SaneBox, or other AI email tools ...

... Yanko, CEO of IDRobots. We just launched ClawBox a dedicated AI hardware box powered by NVIDIA Jetson that runs OpenClaw 24/7. The numbers after 1 week: 12 orders, 5,017 revenue Customers from 8 countries (Norway, Czech Republic, Netherlands, Germany, USA, UK, Sweden, Italy) Zero paid ads all organic (Reddit, Discord, DEV.to, HN, email outreach) What worked: Posting in niche communities (r/selfhosted, r/JetsonNano, r/LocalLLaMA) with technical depth, not marketing fluff Building 136+ SEO backlinks across 14 satellite domains Personalized confirmation ... ... emails that feel human Retention emails saved 2 potential cancellations The product: 399, NVIDIA

... agents 2) and this one is even more important: Alibaba has launched RynnBrain, an open-source AI model designed to power robots that can see, think, and act in real-world environments . The move positions Alibaba alongside Nvidia, Google DeepMind, and Tesla in the fast-growing physical AI race. Do you think that not only China, but particularly Alibaba, can possibly win the market? Their approach is kinda aggressive in that. Comment from Arina Mironova(@arinam): Makes sense, actually. China ... ... 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

... Product Hunt! I am Yanko, CEO of IDRobots. We build drone fleet management software, but recently I got obsessed with a side project: making AI assistants that actually DO things, not just chat. The result is ClawBox - a small NVIDIA-powered box (67 TOPS, 15 watts) that runs OpenClaw 24/7 on your desk. It controls its own browser, manages your calendar and email, and connects to Telegram, WhatsApp, or Discord. We have already shipped our first 3 units to customers ...