... access, no storage access, same input gives the same output. Ingredients resolve against a real nutrient dataset through a matching scorer, and macros are computed, never generated. 34g of protein is a calculation, not a hallucination. 3. The AI plane is isolated from the data plane

... quarter of their working day on setup, not science. That's not an AI problem. That's an infrastructure problem. oneinfer-edge fixes it. Not by reinventing the stack. By orchestrating what already exists into one open source control plane. - Multiple serving libraries. One scan. Ollama, llama.cpp, vLLM, SGLang, TensorRT-LLM, PyTorch, Dynamo. Instead of manually testing each one against your model and hardware, oneinfer-edge evaluates all five simultaneously and tells you exactly which one to use, for local ... ... fits your machine or which cloud instance makes sense when local is not enough. No wasted downloads. No failed runs. - Cloud instances marketplace. One API for everything. Spin up instances across any cloud provider from the same control plane

... Most enterprise AI governance conversations focus on the wrong layer. The hard part is not showing a dashboard with model usage. The hard part is building a control plane that still makes sense when someone joins, leaves, changes teams, or works in a different workspace. If the system cannot handle first boot safely, cannot revoke access cleanly, and cannot keep provenance inside your own infrastructure, then it is not really governing anything. That is why the current LineageLens direction feels ...

... Solen interprets it, plans the architecture, generates the code, builds a container, deploys it to a live URL, monitors it in production, and when something breaks, diagnoses the failure and repairs it autonomously. Not a code generator. A control plane for autonomous software. The key difference from everything else in the market: Solen doesn't stop at deployment. Deployment is where it starts. The most valuable work happens after your app is live, keeping it alive, keeping it healthy, improving ... ... monitor it, and fix it when it breaks without a human in the loop. That's the infrastructure layer Solen is building toward. An API that any AI agent can call to deploy, monitor, and manage software. The control plane

... Planelo is officially live on Google Play! Got more ideas than you can keep track of? Planelo

... semi private flying a while back and I genuinely could not believe it was real. You pull up, park for free literally outside the door, walk in, board in 15 minutes, and suddenly you're on a small beautiful plane getting served champagne with your dog sitting next to you it felt like flying in the 50s. like when getting on a plane

... inspire more people to travel with curiosity, not fewer. So we opened it up. What's now free: Build your world map automatically from your photos Resurface travel memories you forgot you had See how much of the planet you've actually explored Earn badges Planet

... Product Hunt community! I m currently bringing Planelo to Android, and I just hit a classic indie dev roadblock. Google rejected my production access because they want to see more "real-world engagement" during the closed testing phase. As a solo dev, reaching that ... ... active usage threshold for 20 people is quite a challenge. I m looking for a few more early birds to help me cross the finish line! If you d like to help me launch: Join the testing group here: https://planelo.app

... most great ideas hit you when you re away from your workstation. Planelo Web was built to remove the friction between a "spark of inspiration" and "execution." With our new Public Beta , you get a powerful Kanban-based workspace accessible from any browser. Whether you are juggling game dev, a startup, or a hobby project Planelo

... Product Hunt I wanted to share a quick update on Planelo . After launching on iOS & macOS, I m now finishing the Android version , and I ll be opening a closed testing phase in the next few days . I m currently looking for early Android testers ... ... want to try the app before public release are okay with rough edges and are willing to share honest feedback If you d like to help shape the Android version from day one, you can join the waitlist here: planelo.app

... just want to say a huge thank you to everyone who tried Planelo after the launch and took the time to share feedback, suggestions, and bug reports. I ve been going through all of it carefully and I m already working on a new update that focuses on fixing the most painful issues first and polishing the overall experience. An improved version with these fixes will be live very soon If you want to be part of shaping Planelo

... everyone Lately, I ve been exploring how the limits of Earth-based infrastructure might push AI compute beyond the planet itself. Imagine data centers in low-Earth orbit no cooling limits, near-constant solar energy, zero-latency satellite relays. Through Oplexa s simulations, we ve been modeling whether orbital compute could: -Reduce global data-center energy use by >40% -Bypass national data-sovereignty restrictions -Create a new compute economy in orbit It raises some wild questions: -Is solar-powered ... ... orbital compute actually cheaper long-term? -Would governments regulate or nationalize space compute grids? -Could AI training ever happen fully off-planet

... Hello everyone, I'm James Saruchera, a designer and co-founder of Afrik Foundation. As the world understandably goes all in on AI, (literally the greatest opportunity this century to improve the quality of life for billions on the planet) I believe economic growth should be truly inclusive, democratic and sustainable. AI needs power, and Africa has enough renewable energy potential to power the world 8x over. We'll shortly be launching the beta version of our digital governance platform ...

... building? It s an AI strategy radar. It scans the internet, filters out the noise, and delivers only the signals that matter paired with clear, actionable next steps. How it works: Understands Your World Maps your ecosystem: competitors, customers, market trends, investors, product, PR. Scans the Internet Monitors 100+ sources (news, social, Substack, Reddit, LinkedIn, podcasts, etc.) Surfaces Relevant Signals No fluff. Just insights directly impacting your company. Turns Signals into Actions Prioritized next steps tailored to your role ... ... know exactly what to do next. Who is this for? CEOs spotting market shifts or acquisition windows CMOs getting ahead of PR trends and messaging CTOs tracking tech stack shifts, AI moves, or product bets CPOs decoding competitor

... some reason, some movies are way better on planes than in the theatre or at home. What are some movies that are just better to watch on a plane