... autocomplete and refactors, but not understanding . So I m building something that acts like a code intelligence layer inside JetBrains IDEs: Understands code context Explains logic and flow Helps with debugging Tracks reasoning across files Reduces onboarding time Works directly inside IntelliJ / PyCharm / WebStorm One part I m especially excited about is the Code Books editor inside JetBrains. It works like a living engineering notebook built directly

... Product Hunt community!  Since launching  SoundGate Guitar , we ve been hard at work turning feedback and ideas directly from the Product Hunt community into major platform upgrades. We are excited to share what we ve shipped across our last three major releases ( v1.2, v1.3, and v1.4 ):   What We Shipped: Arpeggio Exercises & Multi-Note Detection:  Full  Arpeggio Mode  featuring harmonic grouping layouts, simultaneous fretboard lighting for chord and arpeggio shapes, and multi-note detection ... ... exercises. Enhanced Chord & Strumming Detection):  Upgraded detection engine with real-time per-arrow strum direction

... relaunched it after a fairly big change: Android is now public too. Phones, tablets and Windows PCs can discover each other on the same Wi-Fi, LAN, phone hotspot or VPN and exchange files, text and recorded voice messages directly and privately . No cloud relay, no account, no shared folders or NASes, and no sign-up required for ordinary local use. One of the workflows I like most is also the simplest: select photos or videos in Android Gallery ... ... Share, choose TreeTalk Node and send them directly

... video, they usually need to: Understand what happened across the entire recording Find the moments that are actually worth using Organize the main topics and narrative Decide what kind of content can be created from the footage Communicate that direction to an editor or production team I experienced this repeatedly while working as a video editor. In many cases, reviewing and organizing the footage took almost as much time as the edit itself. That s why we started building Someple ... ... timestamps. Where we want to take it We don t want Someple to remain just a video summarization tool. Our longer-term goal is to build an AI Creative Director that helps users move from: raw footage understanding content direction

... more stable on touchscreens. --- Day 5: Building the Prescription Upload Feature On Day 5, I built the prescription upload page. Sarah wanted customers to be able to safely take a photo of their paper prescription slip and send it directly to the store's email address. Since this was a static site, I set up a modern HTML5 drag-and-drop file uploader. I connected it to a secure, serverless form processing service so Sarah would receive the patient ... ... uploaded image directly

... without a single click to any external website. Ninety-three percent. What Actually Happened Here is the short version of why this happened. Google introduced AI Overviews in 2024 and AI Mode in 2025. Both formats answer questions directly inside the search results page. The user asks something, gets a synthesised answer, and often never needs to visit a website. OpenAI launched ChatGPT Search. Perplexity built a full search engine. Microsoft integrated AI into Bing. The result is that people ... ... Google still largely shows traditional results. AI search is mostly eating informational traffic, not purchase-intent traffic. Second, the traffic that AI does send is higher quality. ChatGPT-referred visitors spend an average of 15 minutes on a website versus

... engineering a shared view without forcing everyone into code. It also allows result annotations and side-by-side comparison between versions. The important rule is that the workbook is the source of truth. The harness reads it directly. Generated wrapper files tend to drift and become another thing to maintain. ### Why Headed Remote Browsers Matter The most important architectural decision was browser runtime. Headless browsers are useful. They are fast, cheap, and easy to run in CI. But they ... ... worker. For UI testing, a remote headed browser is not just a convenience. It changes the debugging loop. Instead of asking "what did the script think happened?", you can ask "what did the user actually see?" ### Harness Code vs

... behavior, failure propagation, and cost. No cloud bill. We expected interest from learners. The comments told a different story. What actually surprised us The forgotten resource problem is more universal than we thought. Mustafa Arian @thenameisarian opened with a direct question and a direct

... step process: audio in, prompt the style, export the vertical master. No crew, no location, no scheduling. The production layer is an AI music video generator. The artist uploads a finished audio file WAV, MP3, FLAC sets a visual direction through scene prompts in the Studio interface, and generates a 9:16 vertical video. The Pilot Plan at $30/month gives 750 credits, covering roughly three full Engine generations. For one new track per month, that's a full Shorts cycle ... ... drafts to find the right visual direction

... thing. A shareholder opening an annual report wants the CEO letter or a specific financial figure. AI chat for documents addresses this mismatch. Instead of searching or scrolling, a reader asks a question in natural language and gets a direct answer sourced from the document itself, along with a page citation showing exactly where it came from. The document stays the authority. The AI just makes it navigable. The 5 Content Types Where This Works Best 1. Product Catalogues ... ... Capabilities Documents Readers arrive with specific questions pricing, integrations, timelines. A document that can answer those directly

... fast, and what actually sets you apart? As for what I m building: I m creating VertoX , the world s first real-time speech translation system that preserves the speaker's original voice, tone, and emotions. We have no directcompetitors in what we are doing. Our ICP is literally the entire world. It doesn't matter if you're an enterprise company, a student, a traveler, or a government agency; VertoX is here to completely eliminate the language barrier ... ... aren't theirs? Comment from Nolan Vu(@nolan_vu): @thenameisarian  Interesting,

... Sinqlo brand asset management software lets your AI assistant retrieve live logo URLs, exact color values, and font stacks directly from your brand library without you opening a single folder. Sinqlo's MCP integration makes this possible in under five minutes, connecting AI tools like Claude Code, Cursor, and Windsurf to your entire brand library through a single API key. This guide shows designers and brand managers exactly how to set it up and use it in everyday workflows ... ... Takeaways AI agent brand asset management is now possible through  Sinqlo's MCP integration no coding required. AI agents connected to Sinqlo retrieve live logo URLs, color palettes, and Smart Links directly

... Most people don t have a productivity problem. They have a system problem . Choosing between Notion vs Todoist vs

... postponed long enough that people have to reconstruct what actually happened. As more teams started using AI tools like ChatGPT and Claude in their daily workflow, we became interested in a simple question: What happens when AI can work directly with the operational systems teams already use? That led us to build Tooling Studio MCP. It connects AI apps like ChatGPT, Claude, and Cursor directly

... earliest users left. It hurt. There's no other way to put it. Watching people who had believed in you early walk away is one of the quieter heartbreaks of building a startup. But we had a direction we believed in, and we chose to follow it. We broke up with what we had been, and committed to what we wanted to become. Here's what we built along the way. What we shipped Save context from anywhere ... ... select any text on any webpage or inside any AI chat, right-click, and save it directly

... founder of Munch. I built this because I kept watching creators spend hours turning one video into posts. You paste a YouTube or Vimeo URL Munch extracts the transcript using 5 fallback strategies (so it actually works on videos competitors choke on) Claude AI writes 8 complete, platform-ready pieces in ~60 seconds. No file uploads. No per-action credits. One munch = everything. PH exclusive: Your first munch is completely free, no card needed. Just sign up at munch.video ... ... instantly, plus 5 bonus on your first subscription. Happy to answer anything ask away! Here it is - Full transparency - WYSIWYG - Munch.Video THE CORE LOOP ------------- Paste a YouTube URL, Vimeo URL, article URL, podcast RSS feed, or paste a transcript directly

... category. Screenshotted it. Sent it to me. We weren't there. Not #1. Not #2. Not #10. Nowhere. What I Thought Mattered (It Didn't) What I Prioritized What AI Actually Cares About Beautiful design Structured content Clever copy Direct answers SEO keywords Complete questions Backlinks Original data Social proof Comparison tables I was optimizing for humans. AI is not human. Lesson #1: AI Doesn't Read It Extracts Humans read your About page. They feel your brand voice. They ... ... appreciate the design. AI does none of that. AI scans your page looking for one thing: answers to specific questions. If your page doesn't directly

... realized I never did a proper rundown of everything it can do. The launch post covered the basics. This covers everything. THE CORE LOOP ------------- Paste a YouTube URL, Vimeo URL, article URL, podcast RSS feed, or paste a transcript directly. Munch extracts the content and Claude AI generates 8 pieces of content simultaneously: 1. LinkedIn Post 2. X Thread 3. Newsletter Section 4. Carousel Slide Guide 5. YouTube Description + Tags 6. Pull Quotes 7. Marketing Email (subject line, preview text ... ... YouTube just blocks it that day, you get an error and that's that. Munch runs multiple extraction strategies in sequence before giving up. Users rarely see failures. When you do hit one, you can paste the transcript directly

... just exposure, but the degree to which AI treats your brand as a credible source . Share of Voice (SOV): Represents your brand s voice share within AI narratives the probability that AI mentions your brand rather than a competitor when answering a topic-related question. Sentiment: Captures the emotional tone of AI mentions positive, neutral, or negative showing how AI portrays your brand. Together, these four metrics answer the two most fundamental GEO questions: How frequently does AI mention ... ... brand? and In what tone and context is the brand represented? 1.2 Trends and Competitor

... robot?" The fix: Take your top 10 customer questions. Not your marketing questions your support questions. The ones people actually ask. Now write a 300-word answer to each one. Not a blog post. Just a direct, helpful answer. Why this works: AI doesn't cite your "Features" page. It cites the paragraph that directly

... 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

... Minute Audit Step 1: Keyword Selection (5 minutes) Choose 20 keywords to audit: 10 branded keywords: Your company name Your product names Your founder/CEO name Your flagship features 10 non-branded keywords: "[Your category] best tools" "[Your category] alternatives" "How to [solve problem you solve]" "[Your category] vs

... Average monthly retainer for AI visibility audits 1,200 2,500 Average monthly retainer for ongoing AI visibility + content 2,500 5,000 First-mover advantage is real. The agencies offering this now are locking in clients before competitors even know the category exists. Service Model #1: The One-Time AI Visibility Audit What it is: A comprehensive audit showing where the client appears (or doesn't) across ChatGPT, Google SGE, Perplexity, and Gemini. Deliverables: 20 50 keywords analyzed Screenshots ... ... actual AI answers Competitor

... execution system. So that's what Nuwtonic is. The industry's first Agentic AIO / SEO / GEO / AEO platform. Not a reporting layer, not a keyword exporter, not another dashboard you check once a week and close. Nuwtonic integrates directly with your brand and operates through five coordinated multi-agent pipelines combining automations and specialized agents. The platform continuously generates, audits, remediates, optimizes, applies, monitors, analyzes, publishes, and reports across your entire brand and all domains. 120+ advanced ... ... capabilities. Full control. No fragmented tools. No opaque automation. Pipeline 1: Nuwtonic SEO Performance Nuwtonic's SEO pipeline connects directly

... plays a significant role in how products appear in Google search results. What surprised us was that AI assistants like ChatGPT were rarely citing Product Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven product recommendations and comparisons. In practice, it was not happening ... ... many tools which systematically run prompts against several AI models daily, and measure visibility of a product within prompts. We're using a new tool called @Gauge . We chose because a) their citation tracking is more useful than the alternatives