... Title: I found a real production bug by reading a raw Postgres error with zero coding background Three months ago I couldn't read a stack trace. Today I fixed a bug that was silently breaking check-ins for every user by tracing a foreign key error down to one line in a migration file. Some context : I'm building Ember, an AI accountability app, completely solo, using AI coding tools to write basically everything. No CS degree, no prior ...

... www.picsabc.com ), a fully free browser-based image tool suite for creators, marketers & freelancers. The pain I solved I was tired of jumping between multiple sites to edit photos: Compressors force sign-ups or add ugly watermarks AI background removers charge expensive per-image credits Most tools upload all your files to servers with zero privacy guarantees No all-in-one lightweight toolkit for quick daily edits What Picsabc brings Local browser processing for most tools Image compress, resize, crop ... ... EXIF viewer & video frame extract run entirely on your device. Your photos never leave your browser, 100% private. Free AI Background

... everyone! I recently built CybroTools, a free online toolkit for creators and everyday users. One of the tools I'm currently focusing on is an AI Background Remover that processes images locally in the browser. The goal is to remove backgrounds

... everyone! I'm Sri. I invest in real estate and come from a fintech and AI background, and I recently combined the two into a product called Revenli that I'm launching here today. Outside of that, I'm just someone who got tired of managing property finances across five different tools and decided to fix it. Excited to be part of this community I'll mostly be lurking, learning, and happy to swap notes with other investors and builders ...

... fixed heights on the .product-thumbnail container and introduced a modern CSS aspect-ratio approach combined with object-fit: contain. I also wrote a small vanilla JavaScript helper that ran on page load. If an image had a transparent background and didn't fit the aspect ratio perfectly, the helper would add a subtle, light gray background

... people asked after launch how this actually got built, so here's the real picture. 7 months, solo, zero coding background before I started. Backend runs on Cloudflare Workers with automated AI evals and vector-based memory search. Live on 4 platforms: iOS, iPad, Mac, web. Around 32,000 automated tests across the stack before anything ships. I write the scenario spec, what it's testing and why it matters. AI generates the test case and a gold reference reply ...

... your phone, a tool for building in public and distribution maxxing. This was the original idea for @Screenfully: App Demo Creator and soon it will fully be implemented on 1.7.0. 1.7.0 will introduce new features including: - Add animated backgrounds - Add image for branding - Add text anywhere on the video - New tool: Vertical alignment (both Demo and Screenshots) - New tool: Padding (both Demo and Screenshots) - iPad support (update) - Improved background

... tired of the constant context-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 ...

... Every background remover tool I tried either: Uploaded my photo to some random server Added a watermark unless I paid Had a daily limit So I built one that runs entirely in your browser. No upload, no account, instant results. It's part of KuberAgent.com a free toolkit with 128+ browser-based tools for PDF, image, video and more. Trying it takes 10 seconds: https://kuberagent.com/tool/bg-r... What do you think? Anything you'd improve ...

... Product Hunt I'm Chetan. Solo founder from Hustleworld. I build things SaaS tools, Notion templates, UI kits. No coding background. Just curiosity and AI tools. Just shipped my first real product this week. A privacy tool that removes hidden metadata from files entirely in your browser. Nothing uploaded. Nothing sent to any server. Currently at $0 revenue and loving the silence Happy to talk about building without code, what worked, what didn't, and what I'm figuring ...

... live on PH Aug 22, so this thread's been good practice at saying it in one paragraph.) Comment from Demetrio Koro(@aktivist): siOsi upload one selfie and it reads your 12-season color type, undertone, gold vs silver, and which hair colors suit you, then grades the actual makeup in the photo (flash cast, oxidation, coverage), which most tools skip. Free, no signup. Built it because every beauty sub has a queue of "what season am I" posts waiting ... ... Stage: Open for beta requests. PH Link: https://www.producthunt.com/prod... Demo query link: https://picoask.ai/share?t=y8KsJ... Comment from Alex Cloudstar(@alexcloudstar): Building: TBD name Who it's for: solo devs and small teams running AI agents unattended, cron jobs, background

... 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

... style> tags in <head>. These have href = null. But Vite adds a data-vite-dev-id attribute with the absolute path to the source: <style type="text/css" data-vite-dev-id="/home/user/project/src/styles.scss"> .card { background: #1a1a2e; } </style> The overlay reads this attribute: for (const sheet of Array.from(document.styleSheets)) { let fileUrl = sheet.href; if (!fileUrl && sheet.ownerNode instanceof HTMLElement) { fileUrl = sheet.ownerNode.getAttribute("data-vite-dev-id"); } if (!fileUrl) continue; } Once we have fileUrl, we know ... ... Real CSS comes in many formats different indentation, inline comments, single-line rules. Supporting all variants with regex means either covering every case or normalizing the file, which destroys formatting. Problem 3: SCSS nesting and @media inside rules. .card { background

... Peerlist! I got frustrated with the current market of ambient noise and focus mobile apps. Almost every tool out there has shifted toward heavy cloud architectures, tracking user data, and hiding simple background audio play behind monthly subscriptions. Another massive issue I found was "loop fatigue" when your brain registers a flat, repeating 30-second rain track, it breaks your flow state instead of sustaining it. To solve this, I built NeuralFlow on the Google Play Store. The Tech Under ... ... Layering: Once cached, the core engine blends multiple high-quality asset streams client-side. Users can micro-adjust volume ratios between low-frequency masking anchors (sub-100Hz brown noise) and organic mid/high textures like heavy rain or train nights. Background

... skill verification more transparent, faster, and less frustrating for both companies and candidates. The idea started from a simple observation: Resumes don t always show real skills, and hiring often becomes a long chain of guesswork, repeated interviews, and background checks. Work-Streak is my attempt to fix parts of that journey through: skill verification AI-assisted assessments candidate trust profiles smarter hiring workflows transparent background

... started Okiela from a place that was very far from code. My background is FP&A and finance. For years, I kept seeing the same pattern inside ecommerce teams: Revenue looked good. ROAS looked good. The dashboard looked busy. But the founder still had to ask: Which SKU is actually profitable? Why is revenue up, but cash feels worse? Are ads scaling profit, or just scaling noise? What happens after refunds, fees, shipping, discounts, COGS, and ad spend? That ...

... feel slow for a lot of reasons. Sometimes the reason is obvious. You are compiling something large. Running Docker. Building an app. You know what is happening. But often, the expensive process is just sitting there quietly in the background. A watcher keeps running. A local server never stopped. A build tool keeps rebuilding. A forgotten project is still doing work. Activity Monitor can show the process. But it rarely explains the developer context around it. Which project is this ...

... Product Hunt I'm Eran, a solo founder from Israel. My background is in strategy consulting, in both the non-profit and profit markets. I founded a think and do tank, Astarta, that works in Israel and North America. I've spent years helping people turn messy thinking into clear arguments. The main tool for that was always the whiteboard or the mind map. The frustrating thing: after years of doing this work, I noticed that the structure ...

... context is equal. So we stopped treating it that way. Most AI tools store everything the same: Writing rules Personal background Preferences Temporary notes But a rule like: Use bullet points. shouldn t behave the same as: I run a fintech startup and we've just raise $4m So we rebuilt our context system, to help Pretty Prompt give better results. (Best part, the user owns that context, and can use it across any LLM) Launching today Instructions vs

... tired of losing code to rogue AI agents and forgetting manual Git commits during rapid iterations. Git is great for milestones, but it fails as a real-time safety net. So, I built LocalHub . It s a 100% local, background version control system that runs inside VS

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find. Table of Contents Why AI Dictation Matters in 2026 What Makes a Truly Great Dictation App What Is Snaply? Snaply's Core Features: In Depth Why Privacy Is Non-Negotiable for Dictation Snaply vs

... thought we knew We assumed enterprise customers wanted the same things as our small business users, just more of it. More security. More control. More features. We never talked to them. We read blog posts. We looked at competitor pricing pages. We guessed. Here's what we missed: Procurement cycles. Enterprise deals take 6-12 months. We had 30-day sales cycles. We weren't built for that. Security reviews. We needed SOC2. We didn't have it. Customers asked ... ... customer research. You didn't need ten enterprise deals. You needed one honest conversation with someone who actually had to get a vendor approved. Comment from Umadhav Salapu(@umadhav): Classic build trap optimizing for the customer you want vs

... hiring, please include: What role(s) you're hiring for A link to the job post or site Location (or remote) What you're building How to apply or reach you If you're looking for work: Your background & skills What kinds of roles you're looking for Whether you're open to full-time, part-time, freelance, etc. How to get in touch Drop your post below and feel free to reach out to others in the thread ... ... work is interesting. Work Style & Availability Available now for full-time roles. Remote for most of my career. Email: devinguthrie@gmail.com GitHub: github.com/devinguthrie Comment from Leandro Ardissone(@leech): Looking for work - Senior Full-Stack Developer / AI Engineer Background

... year after launch, SendStock AI just got its biggest update yet with three major features for stock contributors: AI Background Removal Remove backgrounds

... LinkedIn posts in your voice. It's web-based, and I used Next.js, I used Better-Auth for authentication, and I added 3 strategies: email/password, Google OAuth and LinkedIn OAuth. I used PostgreSQL as the database and Polar (Stripe alternative) for billing. Other tools I used include: Resend for email, Tailwind CSS for styling, and Antigravity IDE. I hope this helps. Let me know if you need more help. Comment from Adam Pichardo(@adam_pichardo): CS student doing real research ... ... Solo builder here, won't say much about the product yet but happy to talk shop on the plumbing. Quick version of what I'd tell my past self: Auth - Supabase, Clerk, Auth0, pick one. An afternoon of setup vs