... schema, and an AI-SEO check before publish. Handle each of those manually and you've just traded one bottleneck for four. So I turned the pipeline into four Claude skills that chain together. Topic Research pulls from People Also Ask, Reddit, Stack Overflow, and GitHub

... Warp (Agentic terminal, free and easy ) 4. Bond (Very own agentic Todo list ) 5. Shottr (easy screenshot tool with OCR ) Comment from Jiaqi Lu(@jiaqi_lu): ChatGPT - chat for brainstorming/ regular searching, codex for coding my own project. GitHub Copilot - for day to day coding work at company. Teams - our company chose this for work, I don't really have a choice, outlook the same. Figma - our UI designer uses this, I need it to check the UI designs ... ... topics

... great as a co-host reacting to what happens, not for frame-perfect input. It's all open source if you want to dig into the pipeline: https://github.com/Alradyin/wallie-V2 Comment from Yelkhan (@alrady): @freya24  That's the dream There's already a cross-session memory layer (it remembers topics

... language chips, latest release, languages bar, recent commits with a "N total M by you in the last year" counter, open issues / PRs preview, topics. Each detail is fetched in a single targeted GraphQL query for that one item no fan-out across your list, zero rate-limit pressure. Descriptions and comments render through glamour ( https://github.com

... octoscope o Open in GitHub d View details c Copy URL enter confirms, single letters are direct shortcuts (lazygit-style), esc closes, q quits at any depth. Repo drill-in (d from the menu) replaces the Repos tab body with a rich detail view: Header with visibility / license / language chips Description, quick stats, latest release Languages bar Recent commits with N total M by you in the last year inline summary Open issues + PRs preview Topics

... Every single week, my X feed and GitHub trending list tell me the same thing: the tech stack we chose three months ago is already obsolete. There s a new AI wrapper that promises 10x speed, a new framework that claims to solve all state-management nightmares, and a database that apparently runs on pure magic. It s exhausting. As a CTO, the pressure to constantly innovate is real. You want to give your team the absolute best tools ... ... engineer prove the bottleneck, migrate one narrow path, and rollback cleanly in a day? Comment from Herco Bezuidenhout(@herco): In my experience, the noise is by being on social media. The algorithm shows me all the newest, trendiest topics

... already done because learning, creating, and solving problems come much more naturally when you know about the topic.] Comment from Arnold Oshenye(@oshylabs): Id assume general interest in what im doing..possibly over competence, perhaps? or is that hot topic

... Hello all, I wanted to share a project I originally built for my final year thesis called  ExterminAI . The topic was malicious browser extensions, and while researching it I realised there were very few public tools focused on analysing extensions specifically. I kept working on it after graduating, and I ve now released the latest version: https://exterminai.com/ It performs static and dynamic analysis on browser ... ... extensions to help identify suspicious behaviour. I also spent few months building a public database of known malicious browser extensions all fully automated, since I couldn t find a solid open dataset when I was doing the thesis:  https://github.com

... paper about a topic or explain chapter 1 from a book I have. It actually reads the contents, not just the names. Works with PDFs, EPUBs, markdown files, and images. Tool calling happens directly on the phone. There is no middle server. The app talks straight to Claude s endpoints, so it s fast. It s open source. Just bring your own Anthropic API key. Planning to add support for more providers. Repo:  https://github.com

... become not only a place for discovering startup ideas, but also a way to connect founders with their first real users. That part became especially interesting to me after all these conversations. Thank you for bringing up this topic :) Comment from Eduard Akimbaev(@eduard477): @busmark_w_nika  Thank you. The product is called 'Bendida TimeBox.' I created it during a very dark, uncertain, and chaotic period in my life. I needed a way to keep pushing toward my goals ... ... more challenging but still doable in Russia, but in my own country, Kazakhstan, I feel like I've hit a dead end. Comment from Robert Douglass(@robert_douglass): @busmark_w_nika  1. building in public (Github/LinkedIn

... GitHub login from account settings And much more... The fastest way to sign up and log in is through Google or GitHub

... known maker. Comment from Nika(@busmark_w_nika): @tijogaucher  If the product reflect the problem of the founder, it is better to present it, esp. also from the foudners perspective (he/she is more passionate about the topic) and you feel that vibe :) Comment from Nika(@busmark_w_nika): @luka83184  also it depends what kind of product you offer, ideally, it should match your personal brand, problem and interests :) Comment from Nika(@busmark_w_nika): @new_user___1102026a5df18af33327f5c ... ... positive problem paige mentioned, because strangers on the internet don't care about you, they care about the problem. the "can't hand over personal accounts" point is real though. from day one separate the product entity (email, twitter, github

... guys, I wanted to share my project - I hope this forum topic will be a correct one. I built TMDD - an open source CLI that keeps a version-controlled threat model (YAML format) inside your repo and generates security-aware prompts for AI coding agents. So what is threat model? It is a simple document where you write down what you re building, how someone could abuse or break it, and how you ll stop that from happening. You usually ... ... TMDD, an agent may build password reset without rate limits / token expiry. With TMDD, required controls come from the threat model. Key idea: threat modeling as code structured, easy to review, versioned, agent-friendly, no vendor lock-in. Repo: https://github.com

... Records conversation history and user preferences per persona Emote Learning : Tracks preferred emotes and animations based on user feedback Relationship Metrics : Calculates rapport, familiarity, and trust scores over time Favorite Topics : Automatically identifies and remembers user's favorite conversation topics

... piece of a bigger distribution strategy, not the whole thing. The product is still live and still valuable PH just isn't the right channel when you're starting from zero. Comment from Aleksandar Blazhev(@byalexai): Great topic, Nika! I d say that most of the products I ve been a hunter for are looking for traction, and Product Hunt is exactly that kind of platform. That traction usually comes from having a top launch, which is why most projects ... ... tomorrow so can't speak to results yet, but I can share the thinking. My realistic expectations: zero direct sales from PH. The product is a dev tool (context engine for AI coding agents), my audience lives on Reddit, GitHub

... lock to prevent UI blocking It's all open source on GitHub. Built it because commercial amp sims are expensive for casual home practice. Would love to hear from other audio devs interested in contributing! https://www.producthunt.com/prod... https://github.com

... subreddit is chef s kiss for anyone into DIY AI projects. What hidden gems have you found lately? Comment from Godelieve Cougoureux(@godelieve_cgx): Actually, I ve created a personalized newsletter and I get a short daily recap on any topic! (It s the Actu app on @Delos , you can choose your theme, your top sources, set the frequency, and get your tailored newsletter.) Comment from Brad Shannon(@bradshannon): @aima  I'm pretty much the same. I did create ... ... from Brad Shannon(@bradshannon): @byalexai  Thanks! I subscribed! Comment from Brad Shannon(@bradshannon): @aima  Thanks! I built it with a few AI tools (Claude Code/Web, Codex, Gemini) and it is 100% hosted and runs for free on Github

... purpose, constraints, key decisions) and let it evolve alongside the repo. The idea is to make that context explicit and versioned going forward, rather than perfectly reconstructing the past on day one. We re focusing on fitting into existing GitHub workflows, not replacing them. Comment from Mihir Kanzariya(@mihir_kanzariya): @marces_wiliam  That "coworker back from vacation" feeling nails it. The problem isn t picking work back up, it s reloading why things are the way they are weeks ... ... upload it. Then whenever I am done with a session I make it summarize it then save as memory. Though this is pretty tedious Comment from Marces William(@marces_wiliam): I think that by now both with complex topics

... what it comes back with ...but in general, for me, I have to be the human in the loop for decisions with real world consequences. Sorry that i went so into one Nika, but its a topic i've been wrestling with quietly alone for a long time and its something i feel quite strongly about. I feel that anyone selling Ai and ai products has a responsibility to make it safe to the user. I don't believe that ... ... things from my end too Comment from Krupali Trivedi(@krupali_trivedi): @busmark_w_nika  I get tempted to do that to be honest, but after I saw a lot of priv keys getting leaked on Github

... probably seen my numerous rants about buzzwords. Comment from AJ(@build_with_aj): @busmark_w_nika   I should make my own twitter feed as a browser extension, one with an algorithm that blends chronological posts and posts in topics I label interesting, while avoiding doomer posts. Comment from AJ(@build_with_aj): I've been working to reduce my twitter time. My routine is largely defined by the work itself but it starts with a meeting and then focus ... ... duolingo? For my work i really like using plain simple notebook and pen, i feel i'm most focused writing down and ticking out all my TODOs! Besides that the rest of the stack is quite usual: Linkedin, ProductHunt, GitHub

... Some metrics shared by @copple on X : 10,953 forks 95,435 stars 1,640 contributors First launched on Product ...

... Captures It receives conversations between your users and your AI via an OpenAI-compatible chat completions API. 2. Extracts It uses LLM analysis to extract structured traits (like expertise level, tone preference, interests) and important memories (events, milestones, recurring topics) from those interactions, and associates them with a user profile. 3. Injects For every future request tagged with the same profile ID, it injects a system message that includes a short profile summary, typed traits, and a small ... ... ecosystems, and more. But the core loop capture extract inject update is already working. How to try it If you want to play with it: 1. Visit https://getprofile.org for the overview and docs. 2. Clone the repo from GitHub

... hours with ChatGPT + Lovable to build https://thrivewithai.xyz/ I enjoyed every minute of it, especially tweaking prompts on Lovable to get the best output. Comment from Jaga Deep(@jaga_deep): Right now I'm using traycer ai + github copilot. So far pretty neat with contexts, was able to spin up a simple app in a week. But the token system in traycer is annoying for fast phased development. Comment from Paul Tseluyko(@paultseluyko): @minach  adoption of Cursor is just ... ... vibe coding" tool Emergent , it should be able to handle complex workflows and webapps, so I'm trying that as well now. Seems like a good tool to try and build my SaaS idea in. For research on any topic

... Server and DB costs sneak up fast if you don t keep optimizing. That s exactly why we focused on concurrency and caching in GraphBit, to cut that hidden overhead early. You can check how we approached it here: github.com/InfinitiBit/graphbit Comment from Viktor Solovej(@viriava): For us, the biggest hidden cost is redundant context loading, agents re-processing the same information across different tasks instead of maintaining a smart state. We've been obsessed with making agents that ... ... Redundant context loading is brutal. That s one of the core things we optimized in GraphBit, shared memory and state tracking so agents don t waste cycles relearning the same info. You can check how we re tackling it here: github.com

... your launch. Comment from hira siddiqui(@hira_siddiqui1): @ashok_nayak it will be launched on 4 November. Never launched before Comment from Coire(@coire): Hi Ashok, I've been in the weeds on the same topic recently and while I don't have a solution I do have some reading that you may find helpful. How Long Contexts Fail - explains why less is often more How to Fix Your Context & Context Engineering for Agents - explain how to manage context ... ... what guys are doing in HumanLayer, they released 12 factor agents, and one of the pages is about owning your context, from what info you put there, to structure which you use and more, you can read it here https://github.com