... Credentials are encrypted client-side. ShellMate's backend only stores ciphertext, we don't have access to your decrypted credentials. Zero-Trust Access Short-lived access, device-aware authorization, and controlled permissions, rather than blindly trusting long-lived credentials. AWS SSM Connect to AWS

... they should know how closely its simulations match the real cloud. Documentation from cloud providers is useful, but it cannot replace testing that we run, measure, and publish ourselves. For our latest benchmark, we deployed an application stack on AWS using an Application Load Balancer, two m5.large instances, and a db.r5.large MySQL database. We sent real traffic through it and monitored the environment with Amazon CloudWatch. The owned run produced approximately 0% CRUD errors under our held-out traffic spike ... ... World Model can already simulate scenarios such as database overload and instance loss, but we have not yet built company-owned cloud benchmarks for those failure modes. Comparing the simulated errors and recovery behavior with what we observe on AWS

... quietly become while everyone argued about transports: the way software gets used by agents instead of by people. There are close to ten thousand servers in the official registry now, MCP lives under the Linux Foundation with AWS, Google, Microsoft and Salesforce behind it, and this same release added MCP Apps servers can now render their own interactive UI right inside the agent. The protocol stopped being a developer curiosity. It became a distribution surface. Here's the shift, plainly ... ... destination? If the value is a result someone wants and doesn't care how they got an action then being agent-callable is close to free distribution and you should be looking hard at it before your competitor

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... suddenly lose access to all AI. But what happens if , one day, access to the leading American models is restricted more broadly? We would still have European models, open-source systems we can operate ourselves, and Chinese alternatives. But there is no guarantee that another major power would never make the same decision to protect its own strategic advantage. AI is no longer just another software category. It is becoming infrastructure. It will shape education, healthcare, national security, research ... ... world are American, and Europe should continue working closely with the United States. But cooperation and dependency are not the same thing. Technological sovereignty does not mean refusing to use foreign technology. It means having a real alternative

... connect your AWS account using the industry-standard cross-account IAM role approach no long-lived AWS

... finished #5 Product of the Day. Here's what three days of 60+ comments actually taught us. We launched Cloud World Model on Product Hunt last week. The pitch: simulate AWS, GCP, Azure, OCI, and DigitalOcean infrastructure without provisioning real resources. You describe an architecture compute, databases, load balancers, serverless functions and the simulator models latency curves, CPU saturation, autoscaling behavior, failure propagation, and cost. No cloud bill. We expected interest from learners. The comments told a different story. What ... ... opened with a direct question and a direct story: "I blew $400 on an RDS instance I spun up for testing and forgot about for 11 days. Nobody warned me." Jimmy Xu @jimmy_benhsu followed: their team's staging AWS

... Well it's a pretty simple reason or benign reason. I'm ex-OCI and my former boss is now in charge of DigitalOcean. Most cloud tools stop at AWS, Azure and GCP or just stop at AWS

... trying to do with my upcoming Chrome extension for LinkedIn. I don t know if it will take off, so I want to go with the most cost-efficient stack possible. Could you recommend the best low-cost alternatives for infrastructure and launching? Databases Payments/money management (I m currently considering Stripe) Analytics Hosting and domains? If there are other essential tools I m missing, feel free to add them. I m especially open to dev advice since my experience here ... ... only unavoidable spend is a domain, roughly ten a year, so do not agonise over it, that is the cheapest line you will ever pay. On the Stripe question you keep asking: the real decision is not Stripe versus

... founder of GreenmorMail a business email platform built on AWS SES with outreach, team chat, AI, and video conferencing inside the inbox. We're relaunching on Product Hunt soon with a lot of new features, and before we do, I wanted to open the floor. We've spent the last year deep in email infrastructure SPF, DKIM, DMARC, bounce handling, deliverability tuning, bulk sending, cold outreach sequences, white-label hosting, IMAP/SMTP, the works. If you have questions about ... ... below. Happy to go as deep as needed. Cold email deliverability and domain health AWS

... Here's a silly app that I created using Vercel called Disaster Day. I planned to submit it to a hackathon but not sure yet. Here is the basic premise of the game. Design an AWS architecture on a strict hourly budget, then defend it against a randomized barrage of escalating disasters. The Cloud World Model simulates every outcome. How long can your stack stay up? I know the game is a bit silly. Try it out. The game uses ... ... Cloud World Model API's https://cloud-disaster-8ti3rfznh... Comment from Kevin Brown(@mathsociety): @thenameisarian  Yes, there was a hackathon that planned on submitting it for. It's a hackathon by Vercel and AWS

... only AI coding tool with encrypted cloud backup, per-file surgical restore, and full machine migration in one command or autonomously. Built in partnership with AWS. VaultBob is more than backup. It is the answer to a question that every developer eventually faces: "What would I lose if my machine disappeared tomorrow?" For most developers, the honest answer is: years of accumulated context, months of analysis, weeks of conversations, days of carefully crafted project intelligence all of it gone, irreplaceable ... ... that hold the keys to your code, we believe your intellectual property should never be accessible to a third party. To make this a reality, as a part of our new partnership we teamed up with Amazon Web Services (AWS

... when autonomous agents actually have access to your infra. To kill that anxiety, we just pushed DLP & Secret Scanning for SolonGate. It scans tool arguments in milliseconds. If your agent hallucinates and tries to pass an AWS key, Anthropic token, JWT, or a custom PII regex to an external tool, SolonGate kills the call before the payload ever executes. System prompts are a good start, but execution control is what actually saves your infrastructure. It's live ... ... model to police itself. Curious how you think about balancing strict blocking with keeping agent workflows usable. Comment from Emirhan Demir(@emirhandemir): @rahulbhavsar  Spot on Sir. Everyone loves a cool agent demo until it hallucinates an AWS

... everyone We built OpenCut AI because we were tired of video editors that phone home. CapCut sends data to ByteDance. Descript uploads everything to AWS. Runway is cloud-only and credits-based. We wanted an editor that stays on your hardware. Here's what you get: AI that runs locally: - Edit video by editing the transcript delete a sentence, the timeline cuts itself - Clone any voice from a 6-second sample - Remove filler words and silences in one click - Generate ... ... clips - Audio effects chain (EQ, compressor, reverb, de-esser, limiter) - LUFS loudness normalization for YouTube/Spotify/podcasts - Beat detection with snap-to-beat - Batch export with 8 platform presets 30+ languages including 22 Indian languages via Sarvam AI unmatched by any competitor

... like telegram more than the whatsapp for chatting :) VS Code : i do code . Comment from mono.(@shakutovbekzat): Here s my stack for building mobile apps today: Antigravity + Codex (AI Agent): Switched to this setup recently. Previously, VS

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... upfront. GPT-4 tiles a 1024 1024 image into ~765 tokens before it reads your prompt. Send 10 images in a conversation, and your "cheap" chat call isn't cheap anymore. GPT-4o Realtime charges $100/1M audio input tokens vs $5/1M for text. Same model. 20 difference depending on how you send data. Batch API discounts give you 50% off on OpenAI, Anthropic, and Google but only if your architecture is deliberately designed around it. Most aren't. Agentic loops ... ... that trigger web searches can quietly run up to $10 $35 per 1,000 calls, depending on the provider. One pipeline can fire dozens. STT providers round audio duration differently. AWS

... Every developer I talk to has the same story. The idea is clear, the stack is decided, but before anything real gets built there's 3 hours of AWS configs, Dockerfiles, environment variables, and CI pipelines that have nothing to do with the actual product. AI coding tools made writing code faster. Nobody has solved what comes after. Working on something early stage in this space. Not ready to share details yet but want to understand how real this pain ... ... code to run in is my laptop, and I don't need any special configuration Comment from Alex Cloudstar(@alexcloudstar): @bernard_lewis  context switching is the real killer. you're in product mode and suddenly you're reading AWS

... world of AI? We do not only focus on using AI; we instead emphasize incorporating AI at every level of our digital engineering. The company uses intelligent automation to create more responsive, efficient, and faster systems, while scaling its AWS cloud architecture. The strategy for building in an AI-first world is composed of: AI-based development flow Smart AI-assisted automation through agents and co-pilots AWS

... Launching my AWS Cost Audit & Remediation Accelerator on PH this Friday. Built for startups without a dedicated cloud team finds idle EC2, unattached EBS, data transfer waste and gives automated fixes to resolve them. Looking for a Hunter to help with the launch. Anyone willing? Happy to share a demo link ...

... community I'm Ritesh, founder of RKS Cloud Solutions based in Noida, India. I've built an AWS Cost Audit & Remediation Accelerator for startups that are overpaying on cloud without realising it. It doesn't just find waste it tells you exactly how to fix it, with automated remediation options for idle EC2, unattached EBS volumes, orphaned load balancers, data transfer waste, and more. Launching on Product Hunt next week Thursday. Looking for a Hunter to help with ...

... house. Yes, time is a factor for me, but I enjoy it. It s a hobby and a learning experience. And yes, it also saves some money, but that's a perk, not a goal. And honestly, AWS is more of a PITA than self-hosting. I know my way around Linux, virtualization, networking, etc. Learning what seems like arcane AWS

... Most devs I talk to are quietly overpaying AWS or GCP. Not by a little but by a lot. We've been building Huddle01 Cloud for a while now and honestly, the pricing difference is wild. Same bare-metal performance, global edge infrastructure with sub-100ms latency, no egress fees, no hidden markups. What's everyone paying for cloud compute right now? Curious if others have found good alternatives

... Your AI editor just got superpowers for distributed systems design. I've shipped a remote MCP server that connects Claude, Cursor, VS Code, OpenCode, and Windsurf directly to your Cascode account over OAuth 2.1. No API keys. No copy-paste. Just your AI editor talking natively to your diagrams. **What's new in 0.8.0:** **Proper auth, done right** OAuth 2.1 with PKCE and dynamic client registration. Per-user token scoping and audience-bound access tokens mean your diagrams stay yours ... ... tweak it, and push it back. **Terraform CloudFormation round-trips** this is the big one. Convert between formats while preserving every node and edge. Infrastructure-as-code finally has a format-agnostic home. **One-click install for Cursor and VS