... Self-becoming is an experimental open-source runtime that connects a long-running LLM instance to memory, self

... testing, the deployment model is part of the trust layer. A lot of teams want to test: sensitive prompts customer chatbot flows production AI behavior without that data leaving their own infrastructure. That s a big reason we recently added self-hosted enterprise deployments to PromptBrake. We re increasingly thinking about AI security testing as: Test the AI endpoint your company actually ships inside your own infrastructure. Curious if others building in AI/security are seeing the same shift toward private/local ...

... open-source file sharing tool for people who actually care about privacy. Ever sent sensitive data through email ? Or watched your files sit on someone's cloud forever ? We built BurnLink because the alternative to privacy shouldn't be inconvenience. The Problem Most file sharing services are built for convenience - not trust. Your files sit on company servers, encrypted (maybe), logged (definitely), and stuck in someone's infrastructure indefinitely. Meet BurnLink Zero-knowledge, end-to-end encrypted file sharing ... ... protection Add an extra security layer View-once mode Recipients have 60 seconds to view before auto-deletion Download mode - Automatically delete after one time use Brute-force protection Built-in defense against attacks Fully open source Audit the code, self

... Mariam a self-taught solo developer and founder from Georgia I built HerSpace while balancing motherhood, life, anxiety, and countless late-night debugging sessions HerSpace is a calm emotional wellness app for women that combines: AI companionship journaling meditation tarot & astrology insights a women-focused community This is my first real product launch and honestly it feels surreal seeing it live Would genuinely love feedback, thoughts, or even simple launch advice from the PH community Comment from Mariam Bendeliani ...

... your time isn't free. SSL certs expire. Updates break things. Backups fail. One 3 am debugging session and you've lost any "savings." Unless you have compliance reasons, just pay for managed hosting. Am I wrong? Tell me why self-hosting is actually worth it for you. Comment from Stan Kolotinskiy(@sk_uxpin): @wasil_abdal  yep, I'm absolutely fine with letting it crash (and that happened a couple of times already). If something breaks ... ... about right or wrong. What's important to you? If your time ranks as the most important thing, then managed hosting is the way to go. But if control, privacy, data ownership, and learning are more important to you, then self

... want to build real trading systems instead of isolated scripts. Some things we re currently focused on: AI-assisted market analysis Python strategy development Indicator and signal visualization Backtesting and strategy review Multi-exchange trading workflow Mobile and web frontend Self-hosted deployment Extensible architecture for future AI agents This is still an evolving open-source project, and we d love feedback from traders, Python developers, AI builders, and anyone interested in quant trading infrastructure. If you try it, please ...

... deploy a content generator app?" and it would setup configurations on its own. You can check instances of VMs or everything on the dashboard directly from the AI Assistant. What do you think about agents self-deploying the apps ...

... everyone I ve been building Roomie around a simple idea: productivity can be a form of self-expression. Not in the do more, optimize everything sense, but in how you choose to show up, every day, in your own way. The hard part is that it s difficult to keep showing up when you re on your own. Check our manifesto: https://roomie.cafe/manifesto So I started building Roomie a space where you can be present alongside others, without pressure ... ... being there. People are already using it to: build routines study or create feel less alone while doing things that matter to them I m still shaping what this becomes, so I d really value your thoughts: Does productivity as self

... ProductHunt! We just shipped a big batch of features to OpenCut AI, our open-source self-hosted video editor. Here's what's new: WebGL Transitions 7 built-in transitions Cross Dissolve, Dip to Black, Slide Left/Right, Wipe Left/Right, and Zoom rendered with real WebGL dual-texture fragment shaders. Apply between any two adjacent clips on the timeline. Speed Ramping with Keyframes Variable playback speed curves per clip. Click to add keyframes, drag to shape the curve. Five presets: Linear ...

... category-specific generation pipeline that produces production-quality output, not generic boilerplate. This isn't one prompt to one response. It's a multi-stage pipeline: intent parsing, architecture planning, spec generation, prompt construction, code generation, diff analysis, build execution, self-heal checks, deployment, runtime verification, impact assessment, and final validation. Twelve stages, each with its own logic. The execution engine runs the build pipeline with durable job queues, retry logic, and real-time status events streamed ... ... When a build fails, the error context is automatically fed back to the AI, which generates a corrected version and retries. Not blind retries, intelligent self

... community! Solo dev from Pakistan here. I just launched HiveOps on Product Hunt today. I was paying $600/month for Trello, Notion, Gmail, Zapier, and chatbot tools that didn't talk to each other. So I built HiveOps one self-hosted Docker container that replaces all of them. What's inside: AI agents that actually execute work (retry logic, exponential backoff, dead letter queues) Real email SMTP + IMAP Workflow automation no Zapier tax Knowledge base with full-text search Real-time ...

... StoreIT offers secure, flexible, and climate-controlled self-storage and luggage storage in Dubai . Safely store furniture, business items, or travel luggage with easy access, advanced security, and hassle-free service. The problem: Urban living and businesses often struggle with limited space, clutter, and high storage costs. Our solution: StoreIT provides secure, flexible, and affordable self

... been self hosting automation tools for years. But I see many developers and non technical users struggling to get started with open source AI agents (n8n, OpenClaw, etc.). You want the control and privacy of self

... read Beginner friendly April 2026 Flixty is an open-source, self-hosted social media creator studio that lets you publish to X, LinkedIn, Facebook, Instagram, TikTok, and YouTube from a single interface. NEXUS AI deploys it directly from source no Dockerfile required with a single MCP tool call. This guide walks you through deploying Flixty on NEXUS AI step by step covering provider selection, environment variable setup, OAuth configuration for each platform, and ongoing management ... ... have a live, self

... real problems current users keep repeating. Evidence over ego is such a good founder rule. Comment from cecilia(@ceciliatran): This hits hard. On the recruiting side, I've watched teams burn quarters chasing enterprise logos before they even nailed self-serve adoption. The painful lesson for us was that enterprise wants proof from peers, not pitch decks. Did you find a smaller wedge that actually closed, or are you reshaping the whole motion? Comment from Ethan Frost (@ethanfrostlove): This ... ... this. Building something for a customer that don't exists, hoping that somebody will come from somewhere and use it. ;) Comment from HS Kim(@hellobzec): The opposite is happening with us. We are building for the smallest possible customer, US self

... Hello everyone, This one cuts a little deeper. It's about self-editing. And self

... everyone I built TimeTracker out of frustration with existing tools that were either too complex, too slow, or not self-hostable. The goal was simple: create a time tracker that is fast, clean, and actually enjoyable to use. Built with: Flask + HTMX (no heavy frontend frameworks) WebSockets for live updates Docker-first setup Key features: persistent timers (even after restarts) projects, tasks, and clean tracking flows multi-user support CSV exports It s fully open source, and you can self

... Last month, I did something that felt slightly insane. I took our product description, fed it into ChatGPT, and asked it to build a competitor. Not a parody. A real competitor

... Autonomous diagnostics. Instant fixes. Zero downtime. We just pushed something insane into Sentinal AI. Introducing Self-Repair System Integration This isn t just monitoring. This is autonomous survival for your system. Sentinal now: Detects issues in real-time Diagnoses problems instantly Executes repair actions automatically Prevents system crashes before they happen No manual debugging. No wasted hours. No why did this break? moments. It s like giving your machine a brain + immune system . Built for: Developers tired of constant firefighting ...

... Most todo apps start to feel overwhelming and push you to do more. So I built Zoppi that helps you manage tasks but also promotes self-care. What Makes ZOPPI Different: Work-Life Balance Tracking See if you're crushing tasks but neglecting self

... Rankfender , we've identified clear patterns. Certain content types get cited 3x more often than others. Here are the 7 content types that win AI citations with real examples you can steal. First, the data: Content Type Citation Rate (vs. average) Best For Comparison pages 3.2x higher "X vs

... raised, wouldn't have it any other way. By day I work as a magnetic particle inspector, examining aircraft components for structural integrity. By night I write code. I've been at it since I was a teenager, decades of self-teaching, no CS degree, no bootcamp. Just a kid who got curious about computers and never stopped. I'm comfortable across multiple languages at this point, but the obsession has always been less about any specific stack and more ...

... Hello everyone! I'm a self-taught dev and former fuel salesman (yes, really). I started coding about 4 years ago, working evenings and weekends with a couple of friends on a project called Settl. We ran it for 3 years and managed to exit. After that, I went back to my day job selling fuel and realized ZoomInfo was almost useless for fuel sales. So I built FuelScout: a fuel-specific lead gen tool. Everything was going great until ...

... Product Hunt fam Today I m very excited to share a major update to FreshLimePay API Keys are officially live! API Keys are now available for Checkout Payment Buttons. And yes this works in: FreshLimePay Cloud Self-Hosted FreshLimePay The following example shows a request written in Go : What s New? You can now programmatically create, update, and delete Checkout Payment Buttons using secure API keys. No more manually creating buttons in the dashboard. Now you can: Generate checkout buttons ... ... inside your FreshLimePay dashboard Include it in the X-API-KEY header Call the Checkout Payment Button endpoints Your button is instantly ready to accept payments Supported: Stripe PayPal One-time payments Subscriptions Available in both Cloud and Self

... search, similar to early SEO. A common tactic right now is mass-producing authoritative-sounding listicles where the publisher names their own product as best across multiple categories. LLMs scrape and confidently cite this content. This dynamic rewards self-promotion over user signal. We believe that authentic, user content is the best way to inform product selection decisions. We also believe that it is in the best interest of OpenAI, Google, and Anthropic to address this gaming to serve their ... ... citation rate is a stroke of absolute genius it creates a beautifully recursive loop where human curiosity fuels machine intelligence, which in turn drives further human discovery. As we look toward the future and the ongoing battle against LLM hallucination, self