... days ago stumbled upon a statistic that Reddit is widely used as a source of information for AI answers. Reddit answered : They wanna block access to the Internet Archive (kind of protection against scraping) Is restricting archive

... built a multi-agent orchestration system and turned the dev exhaust (tests, Git commits, CLI docs) into a free ebook. It s not theory: it documents the architecture, failures, refactors and ops decisions that made it production-ready. 5 lessons that actually moved the needle 1. Architecture

... orchestration system and let AI generate an ebook from real tests, Git commits, and CLI-generated docs. Free, practical, and very in the trenches . What it is AI Team Orchestrator an AI-generated captain s log of the build: architecture, failures, fixes, and lessons learned. Why it s different Not theory. It s compiled from the actual dev exhaust (tests/commits/docs), so the narrative mirrors the real workflow. Who it s for Builders shipping with agents, founders validating ... ... devs curious about orchestration beyond toy demos. Link books.danielepelleri.com Ask (feedback welcome!) 1. Which chapter needs the most depth (architecture

... While You re Still Planning Your Competitors Are Already Launching The Problem Many founders and investors have great ideas and funding but products remain stuck in planning. Meanwhile, competitors

... paths. Get real coding examples from user profiles to e-commerce orders and analytics configs. Read the full story on Medium and level up your JavaScript game today! https://javascript.plainenglish.... If you need help with technical articles, documentation, architecture, or DevSecOps help (Cloud Architecture

... Gravitas Dark Matter is (as far as we can tell) the first controller-free, eye-gaze space arcade shooter for Apple Vision Pro. You stand inside an e.g. 10 10 100 ft play volume, look to lock, pinch to fire. It runs in Room, Arena, and Immersive Galaxy modes, with a headset-anchored HUD and a custom gravity solver for smooth, readable motion. Why this is relevant to OpenAI folks We treated AI as a full-stack teammate not just ...

... name is Viktor Kuznetsov, and I ve developed an architecture that made it possible to create VAC (ViktorADAM Core) a prototype as close as it gets to real AGI. This is not just another chatbot. VAC is a thinking local intelligence that runs completely offline, remembers everything we ve done together, learns from every interaction, and evolves alongside you. Not a single byte of your data leaves your machine. That means absolute privacy and control. It analyzes its mistakes, learns ... ... full version is reserved for those ready to join the team or collaborate. If you want to see what the first offline AGI is capable of reach out. This is just the beginning. Comment from Viktor Kuznetsov(@agi_architector

... indie hacker forums, and startup graveyards you'll never find manually. What we built: An AI that acts like 100 researchers working in parallel. Give us your idea in plain English, and in 4 minutes we'll surface: Direct competitors (obvious ones) Indirect threats (the not-so-obvious ones) Failed startups in your space (learn from their mistakes) The ACTUAL keywords your customers use (spoiler: it's not what you think) The kicker: Your first 3 reports are completely free ... ... card required. One founder told us: "I discovered 12 competitors

... prompt code test refine is basically the vibe coder s bread and butter ( medium.com .) Maintain Control of the High-Level Design: Using AI for coding doesn t mean you check your brain at the door. You are still the architect of the program. Decide how the pieces should fit together. Outline the modules or classes you need. Maybe the AI can fill in the code for each part, but you should still sketch the blueprint. In my experience, vibe coding ... ... works best when I use the AI as a partner or an assistant, not the lead architect

... line level. It perfects the mechanics of coding syntax, autocompletion, refactoring a single function freeing you from the mental load of remembering details so you can stay in flow. Terminal helps you by understanding the project's entire architecture. You give it a strategic goal, and it coordinates the entire system, taking on the cognitive load of planning and context switching. Comment from Dmytro Tomniuk(@dmytrotomniuk): IDE AI helps you write the code right. Terminal AI helps you write ... ... pedro_marchal): Honestly, I'm team "why choose?" on this one. Been using both Claude Code and Cursor daily, and they each handle different parts of my workflow really well. Claude Code excels at the bigger picture stuff - refactoring architecture

... ProductHunters, What's in your opinion the best part of chatting with an AI while coding? I start first: The best part? Analyzing ideas, questioning architecture, and brainstorming concepts. Being able to talk through your thoughts with someone (or something) while shaping your idea it s not just cool, it s incredibly useful. StackOverflow was fun when someone had your exact problem. But it never gave you feedback on the bigger picture. Curious to hear your take! Comment from Sumit ... ... Datta(@brainless): I generally do not ask high level architecture

... built a small library that keeps a language model in training mode while it chats. ARC Core uses LoRA adapters plus elastic-weight-consolidation to update weights on the fly, then sleeps every N turns to consolidate memories. Key numbers on Tiny-Dolphin-8B (30 evaluation rounds): 37 % perplexity (fluency) 54 % median latency +8 % coherence score It is one pip install metisos-arc

... brain moving. This gives you space to build a loyal niche, even if the app is early. But you ll need to show the why clearly - maybe through a short video or animated demo that shows how it works vs ChatGPT. My suggestion: Position around AI that makes you think better and use your roles mechanic as the unique hook. And as you grow, you can evolve the positioning once you see what users really resonate with. Hope that helps ... ... Would love to try the app when it s ready. Comment from Vadim Archugov

... posts) instead of defaulting to paid ads. Not necessarily viral, but highly targeted. Also, partnerships with creators and consultants in adjacent spaces can quietly drive quality traffic without the splashy spend Comment from vivek sharma(@vivek_sharma_25): @vadim_archugov  Honestly, I think it's a mix of both. The ad spend reflects insane competition, but it also shows how tricky it is to pinpoint real use cases people actually need. There's a lot of curiosity around ... ... into sustained engagement is the hard part. Users might want AI, but they don t always know how to integrate it meaningfully into daily workflows. That gap between hype and habit is where most products struggle. Comment from Vadim Archugov

... System Documentation Built for: Developers & Freelancers SaaS Startups EdTech / Bootcamps Enterprise Teams Benefits You Get No setup or local environment needed Save time with ready-to-use hosting Collaborate with clients or teammates live Plan better with visual architecture tools Scale confidently with real-time deployment The benefit is that this type of application is not available in the market, which is why this application will rank in the market quickly. Pricing Plans 1 Standard Platform Access $1500 Full ... ... featured Online Code Editor Real-Time Collaboration + Hosting Database + Deployment Ready Earning Source Code Editor Package Sale . (like 30GB+1 month = 3 USD) etc 2 Pro System Plan $2000 Everything in Standard, plus: Advanced System Design Documentation Architecture

... relaunching LiveDemo.ai on Product Hunt today! A bootstrapped alternative to: Reprise $82.2M funding Walnut $56M funding Arcade

... best in our region. My background is in engineering and sales. I have over 15 years of sales experience but I also went to engineering school. Long story short I ended up joining a startup team of architects that designed and built a healthcare facility. I love cars, music, and reading. Reading is probably my favorite past time. I'm also a part-time drummer. About two years ago I had an idea to use AI to inspect fast food ... ... several failed attempts in the tech industry, we began working on an app we call Critify. Eight months later, we are about to launch the app. Critify is an app that can scan products for online reviews, price comparisons, alternative

... Product Hunt community! I m Archit Jain ( @architjn

... been building web products for over 10 years, blending strong backend architecture with clean, responsive UIs. Currently working with: Tech Stack: Backend: Python (FastAPI, Django), Node.js Frontend: React, Next.js DB: MongoDB, PostgreSQL DevOps: Docker, CI/CD, Kubernetes GenAI: OpenAI, LangChain, RAG pipelines What I Do: Build MVPs for startups Design scalable APIs and microservices Automate workflows and internal tools Create backend for AI products Recent Projects: AI Copilot that converts text into working APIs DNS automation engine for devops teams Chat ... ... with WebSocket + JWT auth Modern dashboard powered by plugin-based architecture

... been active on Substack for almost a year, and I'm thinking about charging for some of the content (currently, I only have archived articles behind the payment gateway). The reality is that with AI, anyone can find information, so I'm wondering what the decisive benefit would be that would convince people to pay for a subscription (private chats with the community, monthly webinars, specialised premium articles based on personal experiences, e.g. case studies???). If you happen to support ... ... life is not so interesting, you cannot offer anything in these terms :D I am trying to come up with some premium topics that are based on personal experience and where I could share promotions, discounts etc :) + access to archive

... intervention Feed the demand (2 minutes) Scattered bullet points were entered into the EasySlides text box: "Generate an introduction to SaaS-enabled industrial IoT platform, audience is investors, highlight real-time data processing capabilities and edge computing benefits, need architecture diagram + application scenario examples" Metaphysical Generation (4 minutes) Received 27 pages of first draft surprised - surprisingly automated: Turned technical jargon into visual flowcharts Matched tech blue gradient template But business scenario pages had duplicate content Iterative tweaking (6 minutes) Optimize ... ... with built-in instructions: "Compress scenario pages to 3 typical examples, add competitor

... growing community of hosts and attendees who love idea sharing. I realized: folks showing up on Evvve will be doing wildly different things. running summits, sharing niche ideas, building networks, experimenting quietly. So, here are 15 playful-yet-practical archetypes for fun, I'm not on Evvve's team! designed to name, celebrate, and support the many ways people might engage with virtual gatherings on Evvve. Each role includes a quick description and how it connects to the spirit ... ... Evvve. Thought you might enjoy a peek and maybe even spot yourself in one of these ! Product Hunt community (including Evvve team members)... Leave a comment. For fun! What's your favorite archetype

... structure, including backend logic and database setup, using popular open-source stacks. We're seeking your honest feedback: When you're vibe coding, how important is it for the initial build to be on a specific "production-ready" stack versus just getting a working concept out ASAP (even if it's less "clean" initially)? If AI could help you instantly generate a v1 of your app on, say, React with a Python backend and a Postgres, what's the first ... ... vibe" you'd want to turn into a full application this way? What are your biggest frustrations when AI code-gen tools don't quite get your chosen tech stack or architecture

... designed for extreme recon and smart discovery . Here's a quick comparison showing how SubFors stacks up against other tools: | Feature | SubFors | Subfinder | Assetfinder | |--------------------------|------------------|-------------------|--------------------| | API Integrations | (VT, DNS) | | | | Multi-Engine Search | (11 engines) | (8 engines) | | | CT Logs Support | | | | | Web Archive Analysis | (Wayback etc) | | | | JS File Analysis | | | | | CAPTCHA/WAF Bypass | Smart Bypass | | | | Smart Brute Force | | | | | Rate Limit Handling | Auto-Detect | | | | Bulk Domains Support | | | | | FavIcon Hashing | | | | | WAF/CDN Detection | | | | | Multiple Output Formats | JSON/TXT/XML | TXT/JSON | TXT | | Speed | Ultra Fast | Moderate | Basic | Why It's Different ... ... Uses 11 different data sources + APIs Detects CAPTCHA & WAFs and bypasses them Scans JS files, headers, source code , even favicon hashes Built-in brute-force with smart evasion Web archive

... techniques when building apps and other digital experiences with AI? The foundation of any successful collaboration, whether human or digital, is mutual understanding and shared context. When onboarding a new developer, you provide essential information about the project's architecture, technology stack, coding conventions, and goals... we can call it "vibe coding" all we want, but to be effective we need more than just vibes. The AI can handle the syntax of programming but we are still creative directors ... ... hallucinates), and needs constant supervision. Give it small, well-defined tasks. Review its output more rigorously than you would a human colleague's code. This mental model prevents over-reliance, encourages verification, and helps you catch subtle errors or architectural