... 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

... specialize in creating high-quality practice tests and hands-on learning resources that empower students to gain confidence and achieve certification success. I create practical, high-quality practice tests and online courses on  WordPress, Shopify, SQL, Microsoft, AWS, Google Cloud, PMP, Scrum Master, Salesforce, ISTQB, JMeter, Canva & HTML5 . With  175+ courses  and  1500+ questions each , I help learners gain confidence, pass certifications, and build real-world skills. Trusted by  38,900+ learners . 450+ reviews ... ... Many 5-star ratings Unlock your potential and pass your next IT certification with confidence through ITPracticeTests. We are a premier educational consultancy specializing in exam preparation for leading IT certifications, including AWS

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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 ... ... just cheap. Early on, your biggest cost usually isn't infrastructure. It's your time. I'd rather pay a little more for a service with great documentation and a smooth developer experience than spend days debugging a cheaper alternative

... 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 ... ... have it submitted on Sunday. The submission guidelines mentions making a public post about it. I wonder, if can just submit this thread :) Comment from Mustafa Arian(@thenameisarian): hey kevin, the silly is the strongest part. "design an AWS

... compete because the giant owns the customer relationship. The maker relicenses to something restrictive to defend itself, and then the community (sometimes the same giant) forks the last open version and carries on. The cleanest example is AWSvs Elastic . Elasticsearch was Apache 2.0, so when

... 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 ...

... 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 ... ... guardrail is what makes the difference between interesting demo and something a company can actually allow near production systems. Comment from Emirhan Demir(@emirhandemir): @rahulbhavsar  Spot on Sir. Everyone loves a cool agent demo until it hallucinates an AWS

... exactly the problem I have." I'm curious - how do you approach making someone who's never seen your product before feel like it's "their story" right away? Comment from Viraj Parab(@viraj_parab): StartupHQ to organize competitor research, validate ideas, and keep my roadmap focused. It removed a lot of the "what should I do next?" moments. Now the challenge is exactly what you mentioned: getting distribution right. Comment from Anna Ludwinowski(@anna_ludwinowski): @thenameisarian  This ... ... spend much time exploring the features. Comment from Jose Sanchez(@norteapp): The best way to resolve this usually is a narrative with a proper arc. What is Maria problem? How does her live looks like without your product vs

... semi-retired and building full-stack products solo using AI-augmented workflows (mainly Cursor + Python/JS). I spent most of my career leading end-to-end delivery at a global market research firm legacy VB/C#/Oracle/SQL Server systems, migrations, AWS, DevOps, and CI/CD. These days I focus on turning ideas into deployed apps in days or weeks, not months. I'm not here just to generate code with AI I bring architectural guardrails: scalable design, solid data models, secure deployments ... ... prototyping and production deployment Full-stack execution: DB design backend frontend VPS/cloud deploy Senior architecture and code review (especially for AI-generated codebases) DevOps, GitHub workflows, and iterative shipping Skills / tags Python JavaScript Flask React SQL Server Oracle AWS

... both content and   product work.   2. Google Search Console I basically live in it. For anything SEO, it's the only honest source of truth   about what's actually happening vs. what I assume is happening.   3. Ahrefs keyword and competitor

... 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

... doorbell. It rings the same whether it's a package or a fire. That's basically the gap Pushary fills, same hook idea you've already wired, but the event carries a real handoff (done vs blocked 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 ... ... than any new tool, because the tool only saves you typing and the decision is what was bleeding the week. Comment from Joe Thomas(@jthomas2174): @alexcloudstar   we have sort of templated it, the major win is dev/solutioning time vs

... Self-Host 7:12 Q&A ``` One click copies to clipboard. Also generates a full YouTube description with your suggested title, description, chapter timestamps, and tags. Why this matters Every feature runs locally. Descript sends your video to AWS. CapCut sends it to ByteDance. Runway sends it to their cloud. OpenCut AI keeps everything on your hardware your footage, your AI models, your rules. Self-host on a $20/mo server or run it on your laptop. MIT licensed. What ... ... timeline. Comment from Rivra(@rivra_dev): Running locally is a huge plus for video editing because privacy and speed are key. How do you handle the processing power requirements for running those models locally on a standard laptop versus

... 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