... Probably one of the best I read in this discussion. Comment from Nika(@busmark_w_nika): @giammbo  Okay, so what is doable for AI agent from your POV and what wouldn't when it comes to trust YOU vs AI Agent? Comment from Nika(@busmark_w_nika): @pallaxa  It feels so bad that AI agents know what to do instead of you :DD Comment from Nika(@busmark_w_nika): @harrie_vermeulen  In what industry do you work ... ... data and propose decisions, but a human should own the final call when accountability or second-order effects are involved. Comment from Mykola Kondratiuk(@mykola_kondratiuk): Totally agree on the sandboxing point. I actually run my AI agents in isolated

... dependency named openclaw-core, along with platform-specific install steps. Those steps included convenient links ( here , this link ) that appeared to be normal documentation pointers. They weren t. Both links led to malicious infrastructure. Indeed, this wasn't an isolated case. Over 300 OpenClaw skills were reportedly involved in distributing macOS malware via ClickFix-style instructions. What can you do? CyberInsider recommends that "users and organizations leveraging AI bot platforms like OpenClaw should use Koi Security s Clawdex , a security ... ... assumptions. Once install a skill becomes normal behavior, malware just follows the distribution channel. The takeaway for me isn t don t use agents, it s: treat skills like untrusted code assume supply-chain risk by default add scanning, isolation

... digital health products solve only one piece of the healthcare journey. Fitness apps track steps, telehealth apps enable video calls, and AI tools analyze symptoms in isolation. The problem is that healthcare rarely works in isolation

... small but unconventional piece of hardware called PlugMate . At first glance, it looks like a standard USB drive. In reality, it runs a full Android operating system (PlugOS)  inside, instantly giving any phone, tablet, or computer a fully isolated digital space .   Why would users need this? In everyday work and life, many people run into the same problems: Multi-account overload Content creators and professionals often manage multiple accounts, juggling devices or constantly switching logins, which is inefficient ... ... about cloud access, device traces, and unintended data exposure. PlugMate is designed as a direct, hardware-level response to these pain points.   Core experience Plug and play  via USB-C on phones, tablets, or computers Hardware-level isolation

... Gabriel, the founder behind NativX. Most "web-to-app" services are basic wrappers that lock you into a monthly subscription model ($50+/mo) just to keep a static binary alive. I built NativX INFINITY (v1.0.0) to provide a permanent alternative. It is a dockerized build engine that compiles your React/Bubble/Shopify site into a production-ready Android App Bundle (.aab). Unlike standard wrappers, NativX Infinity dynamically injects 43 native modules directly into the app container during the build process. TECHNICAL SPECIFICATIONS ... ... Code Ownership: The Founder Tier ($69) includes the compiled binary AND the Full Source Code (ZIP). You own the asset entirely. THE ARCHITECTURE: The backend runs on Next.js + Python + Docker. When you trigger a build, we spin up an isolated

... Trilemma of Friction": The Gas Tax: Unpredictable fees that make micro-transactions impossible. Quantum Vulnerability: The looming threat of Shor's algorithm against classical ECDSA signatures. Infrastructure Fragility: The reliance on public RPCs that offer zero hardware-level isolation. If we want Web3 to be the backbone of global commerce, we have to stop building "Apps" and start building "Sovereign Environments." This is where the Lattice L1 Hybrid DAG enters the conversation. 1. The Architecture of Parallelism: Hybrid DAG vs

... lack of a clear, step-by-step plan. 2. The owner of a relaunched bar on the French coast cannot attract an audience in the evening due to the legacy of its past format (nightclub) and its isolated location. 3. Problem Analysis: Owners of small B2B businesses cannot build a growth system. Do they need a fractional CMO, or can a SaaS be built? 4. Fans of paper planners lack an iPad app that would allow importing PDF layout templates ... ... finding familiar and verified places (pharmacies, doctors, banks) in a new country, causing daily stress and time loss. 8. Regional media outlets lack news: there is no service for automatically finding local events and topics not yet covered by competitors

... still alien to them. After digging deep, I realized low adoption probably isn t because agents suck. I ve tried a lot of open-source agents that are actually useful. The real issue is understanding, delivery, and the reliability vs. complexity paradox. First, the vast majority of agentic apps require you to deploy or set things up, of course including preparing your API keys. With requirements like that, you can basically say bye-bye to normal users. Sure ... ... agent. It s not the kind of agent people would intuitively think of, but the girls loved it and kept saying it was spot on. Thus, I built a distribution platform for agent apps. It includes app packaging, automatic isolated

... adding Insights to CodeReviewr a static analyzer that maps your codebase health before AI reviews even start. https://vimeo.com/1136120639?share=copy&fl=sv&fe=ci What you'll see: Cyclomatic complexity and file metrics Dependency graphs (fan-in/fan-out, circular deps) Unused exports and isolated files Issue hotspots by severity and risk score That's useful on its own. But here's where it gets interesting. When our AI reviewer has access to these Insights, it knows: Which files are critical vs

... browsing experience with ChatGPT integration: Think of it like this: Chromium revolutionized browsers by moving tabs into separate processes. We re taking that idea further by moving Chromium itself out of the main application process and into an isolated service layer.  Key Takeaways OWL runs Chromium in an isolated

... paper? Feb 10th, 2025 After months of iteration and community input from our early Discord testers, we had our name: Snap It. Simple and direct. Exactly what it does. April 25th, 2025 Snap It wasn t just an isolated feature, it was built into the core of how Flowtica works. Whiteboard sketches and handwritten notes coexisted seamlessly with meeting notes. Your handwritten insights became permanently linked to the conversations that sparked them, ensuring your notes were no longer isolated

... affiliate makes a sale, both the Tier 2 affiliate and their Tier 1 parent earn commissions Flexible Duration Settings: Choose lifetime or period-based commissions for Tier 2 Enhanced Analytics: Track performance across both tiers with detailed reporting Project Isolation: Complete security with each project's tier system isolated

... make code quality transparent and accessible but without compromising security. Then something magical happened. A YC-backed Silicon Valley company called Blaxel found me right here on Product Hunt. They reached out and pitched their solution: super secure, isolated micro VMs built specifically to run sensitive workloads safely and at scale. I was blown away. They understood the pain points deeply and had a robust, elegant solution. I was sold. Today, LetMeCheck.ai is officially onboarding onto Blaxel s micro ... ... infrastructure every scan will now run in its own secure, dedicated mini VM. No shared environments. Strong isolation

... companions, that seems unethical? Dangerous, right ? Well yeah, the idea itself can come off as those exact things and I wouldn't blame you for thinking that way. After all, take into account my generation's current disconnected, isolated reality due to the rise of social media and everything being ruled by algorithms and toxic loops. The solutions that some companies (Replika, Nomi) have thought of though? Hyperdependency, AI boyfriend/girlfriend relationships, flirting, not necessarily solving the issue of isolation

... performance mobile environments without physical hardware. Whether you re running TikTok matrix campaigns, testing apps across regions, or building the next social metaverse, Yamatrix turns complexity into simplicity. Why Yamatrix Stands Out? 1. True Device Virtualization at Scale 1000+ Isolated Android Instances per Server: Each instance has a unique device fingerprint (IMEI, GPS, sensors) and independent IP, slashing multi-account association risks for platforms like TikTok or Telegram39. AI-Powered Behavior Simulation: Mimics human interactions (random clicks, swipe speeds ... ... real-time data4. 4. Enterprise-Grade Security & Compliance GDPR/CCPA Ready: Data stored in localized nodes (e.g., EU data in Frankfurt)26. Military-Grade Encryption: AES-256 + TLS 1.3 for all data transfers. Sensitive operations run in hardware-isolated

... offices, either because of prepaid office space or better control over employees' work. Some have stuck with the remote model until now, e.g. Spotify. I also work remotely, and I can't lie, sometimes get annoyed by the social isolation, but on the other hand, I love the freedom to organise my time. How do you manage remote work, and how do you make it more enjoyable so that you stay productive and don't feel isolated

... testing is supposed to systematically isolate winning and losing acquisition funnel content. My biggest struggle, by FAR, is understanding why people bounce from my landing page after clicking through my ad. If they don't bounce, and enter the funnel, it's much easier to test why they don't make it to purchase. But isolating

... really know if the machine is right or wrong - that is its added value, it provides something the human brain cannot. However, you can test the AI component, by using itself as a reference. In software testing, we usually isolate one of the variables and test the code accordingly. So, lets say your AI component is trained by a certain data set. And you inject some kind of input values to retrieve a result. You can create a matrix, combining ... ... different input values and different training data sets, isolating