... running a docs/ memory folder for my own setup for a while, so the pain is familiar. But reading through the threads, I think most of us are solving the easy half. "What does this module do" is self-healing. The code moves, the fact stops matching, someone notices, someone fixes it. Fine. "We tried this approach and it fell over" is the one that costs you. Nothing in the repo changes when that stops being true. It just sits ...

... minor markup modifications, and it takes time to maintain them. Starting with the concern of "Can't we solve the vulnerability of test code by automating it with AI agent structure?" I built a small project called E2E-Self-Heal by combining the technologies I'm learning recently. Repository Link: https://github.com/Lee-Dongwook/... Automatically repair broken Playwright E2E tests. When a UI change renames or restructures an element and a test's selector breaks, the engine diagnoses the failure, patches ...

... From Long Island New York to the Mojave Desert of California rebuilding my life from abuse and trauma and healing from losses I am still grieving ,turning my pain into purpose building safe multilingual trauma -aware, ND-friendly tech for the blind, deaf, and underserved communities I am asking for some support for I m competing in the Emergent Builders Contest with my accessibility first SAFE AI ecosystem. If you want to support my mission of building trauma aware ... ... commitment to making tech safer and more inclusive. Thank you to anyone who takes a moment to help support my mission, my vision and push accessibility first AI forward. Your support helps me keep going on my healing

... windowed release build has no stderr, so the frontend was falling over (or not) in complete silence. What gave it away was that it came back on its own after a few hours. A rendering bug doesn't heal itself on a timer; a queue draining does. From there it was just reading the boot path: ready gated the whole UI on boot(), and boot() waited for folders and the first page of mail all through the single SQLite connection ...

... everyone! Working or studying can get a bit boring, so we decided to add a little fun to it. We just launched a new "Staking & Card Collection" feature on LofiTimer.net to help heal your mind and keep you motivated! How it works: It s super simple. For every 25-minute focus session (1 Pomodoro) you complete, you'll receive a random, cute "Lofi Cat Card" to collect! The longer you focus, the more cats you gather to enjoy during ...

... extension in headless Chrome via Puppeteer. It loads the manifest, navigates each UI page, probes the background service worker for startup crashes, and captures uncaught exceptions and blank renders. Any real runtime failure is fed back into a self-healing loop that repairs it automatically before delivery so the verification is behavioral, not just "does it lint." Comment from Saurabh Dey(@saurabh_dey1): @freya24  Love that framing, Freya that's the whole point. Describe the idea in plain English ...

... different from reading a chart. numbers abstract away the human experience, which is exactly what we're trying not to do. and yes, we got lucky on the investor side. I think that tension between what grows and what heals is going to define the next wave of mental health products. the ones backed by growth-first VCs will probably look very different from the ones that aren ...

... switching, manually running test suites, and remembering to stage and commit code every time things finally worked. ShadowLoop AI is a lightweight, single-file Python daemon that completely automates that cycle in the background. ### What it does: 1. Self-Healing Loop: The second you save a file, it catches the event, applies a smart 2-second debounce, and fires your test suite (`pytest`, `unittest`, custom scripts). If things break, it surfaces the exact error trace instantly ...

... needing you there. Today, we launched Agent Mode on Product Hunt with exactly that: Memory : remembers your preferences and past decisions Pattern recognition : learns how you work and writes its own rules Asks when unsure : once, never twice Self-healing extraction : math-validated, catches its own errors Ask from anywhere : app, WhatsApp, or Claude via MCP If you've been with us for a while, we'd love your honest take. And if you haven't tried ...

... years but couldn't, because there was no reproducible trail. Vouch fixes the trust gap, not just the output. Under the hood: 80+ specialized agents working in concert SEC XBRL as the single source of truth A self-healing pipeline that went from 45% 96.8% success in 3 months by detecting its own failure patterns and rewriting its own prompts Built solo. Made for compliance teams, portfolio managers, and anyone who needs AI research they can actually stand behind. This ...

... Cursor: coding Supabase: backend and auth Vercel: hosting GitHub: version control Google Search Console: SEO Campix: my own project, camp software, yes I'm biased Comment from Hans Desjarlais(@ismaelyws): Gmail Calendly Claude Code Google Docs & Sheets VS Code Comment from Bill Davis(@billspaced): @nolan_vu  Slack, not because I love it but because everything dies without it. YESSSSSSSSSSSSS Comment from Bill Davis(@billspaced): @riya_pariyar   @benfleming   @asapx  same question... never heard ... ... solo founder, these are the five tools I use almost every day: ChatGPT VS

... disgust. What came after wasn't quick or clean. Therapy, yes, but also thousands of hours of work outside that room until I could finally see myself honestly. Ultimately, my ex-wife and I remarried, not because time healed anything, but because the work changed who I was. So I built reFrame so that nobody else has to lose everything before they learn what I learned. I'm the chainbreaker in my family and I want to help ...

... heading. any one building real agents and agentic workflows, knows you can't just call any tool you create an agent, doesn't work like that. its not full agent until it can do autonomous work, self improve, self heal, consistent memory, and act like a managed worker, until then its a just a tool or assistant imo and i say this as someone who ships product and built 5 startups. Comment from Andrii Krugliak(@theuniverseson): What matters is whether ... ... step, ask for missing info, and route or act. Otherwise a button, form, search box, or automation is probably better. I m applying that lens to AnveVoice now. Voice only seems defensible when the visitor has intent and the alternative

... like this are slowly disappearing from product pages. Comment from Amrani Yasser(@amraniyasser): @ProdShort is joining the party !! Comment from Othman Katim(@othman_katim): LinkedIn for me. Watching the stiffest blue square on the internet shake its hips would heal something in me. Comment from Malani Willa(@malani_willa): I ve been craving more weird side projects, indie creativity, and risky ideas. That unpredictability was the best part of Product Hunt for me Comment from Saurabh(@iam_saurabh): I honestly ...

... Inside FluxAstro, you can: - Check your daily horoscope and energy forecast - Pull a card for insight, reflection, and perspective - Explore Lenormand-style card guidance - Chat with your cosmic guide about love, work, and emotions - Unwind with calming audio and healing sounds - Build a gentle self-care ritual you can return to anytime FluxAstro is not about hard predictions or pressure. It is about reflection, emotional clarity, and finding a calmer way to move through your day. Use FluxAstro when ...

... most powerful things in AI right now and until today, only engineers could actually use it. Mindra changes that. Describe the outcome you want. A team of specialized agents orchestrates itself across your stack: adapting as things change, healing when something breaks, and only escalating when they actually need you. No code, no configuration, no developer required. We're live today. Would love to hear: have you tried agent orchestration before? Where did it fall apart? Comment from Ghost Kitty ... ... ghost-kitty-9749267): Comment Deleted Comment from Saurabh Rai(@srbhr): Mindra changes that. Describe the outcome you want. A team of specialized agents orchestrates itself across your stack: adapting as things change, healing

... doing this manually every time there's an incident. That's a workflow that should be automated. Solen is an AI platform that builds web applications from natural language and then monitors and repairs them autonomously. The self-healing loop: detect failure, diagnose root cause, generate fix, validate, redeploy, and rollback if it made things worse. We've had 9 autonomous repairs in production. 100% success rate. Average downtime: 4 minutes vs

... with healthy lifestyles. I m here to learn, share the process, and connect with people thinking about wellness, spatial computing, AI, architecture, and the future of how we understand ourselves through the spaces we live in. Feel the space, heal better | SPATIAL WELLNESS ...

... overload, retention risk, and communication friction across your entire org simultaneously. VeloxSync puts that intelligence in front of managers before it becomes a resignation. A few things about me that might surprise you. I meditate daily and practice Reiki healing, and yes, that directly influences how I build software. I call it Soulful Tech. I am also a published author of three books, hold two master's degrees, and built VeloxSync for Education alongside the main platform ...

... 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 to the UI. When ... ... runs health checks, and returns a live URL. The oversight layer monitors every deployed application continuously. When it detects a failure, a crash, an error spike, an out-of-memory event, or degraded latency, it triggers the self-healing

... Dear Community, I started a Lightroom alternative with cool feaures such as Local adjustments (brush, stamp, heal

... Stateless deployment and operator tooling A lot of the backend work has been focused on making this thing deployable and maintainable in the real world, not just in a local demo folder. The project includes: - lightweight API routing - self-healing schema support - wallet signature verification - admin dashboards - patch/export tooling - backup/share-pack direction - bot integrations - public guides - operator controls - receipt-style visibility into system state That means the system is being built not just as a game, but as a live service ...

... Hunters! We re tired of "Managed WP" being a synonym for "Slow WP." Meet SyndockEngine . Click "Deploy" and in 90 seconds you get a production-ready site with an "A" grade on GTmetrix. No plugins required. Self-Healing: SyndockOS fixes 97% of server issues before you notice. Native Speed: Caching and SEO tasks happen at the infrastructure level (Nginx/MySQL), not the application level. Fully Automated: From temp URLs to final domain go-live, we handle the DNS, SSL, and Sitemaps ...

... successful " mean? Working remotely? Having 1B+?) I think that this image describes it pretty well: The words of Alex Karp: Comment from Nika(@busmark_w_nika): @alexeyglukharev  IMO, teams will win, but not to such an extent (200 vs 20), and each team member will be required to be multi-skilled in at least 2 areas. Demands on skills will increase. Comment from Nika(@busmark_w_nika): @stoyan_minchev  Wait  the company had 3 devs ... ... evaluated almost the same (which doesn t fully sit right with me), but we re never completely equal. Comment from Nika(@busmark_w_nika): @christina_m_nguyen  What are you working on now? And what is your background vs

... simulations. Most RPGs require constant player input. I wanted to explore the opposite idea: What happens if the world plays itself? The result is a small simulation where knights explore a dungeon, fight monsters, level up, and retreat to heal all without any controls. Every run creates different outcomes depending on how the knights survive combat and progress through the dungeon. The entire system runs inside a single HTML file using JavaScript and canvas rendering. I m currently exploring ...