... 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

... experience as an end user, I would trust authorization more if it were handled natively as opposed to using lots of third-party tools. It makes the privacy policy cleaner too. For deployments definitely a mix of github / vercel / expo it stream lines the deployment process massively and gives you more freedom and time to focus on the important details like bug fixing and version improvements. Comment from Vihaan Kodiganti(@vsync_66): @ryan_hendrickson  Hi! My ultimate vision ... ... took me 15 minutes). It's almost like how, once someone starts using an iPhone, they don't want to switch back to Android. My main headache with auth/permissions was trusting Lovable to do it well. Those topics

... agree with all his takes but posts solid robotics content.) Technical, Dev General: https://x.com/albertadevs (Helps combat fake hype and has great takes) https://x.com/lauriewired (And her youtube channel is amazing, she always brings great topics to light) https://x.com/orcdev (Anything webdev) Business and market: https://x.com/atShruti https://x.com/patmatthews Entrepreneurs that I follow and I think are cool: https://x.com/Jo_Minimis (Doing things with smart glasses in the best way) https://x.com/sahananarenx (Amazing designer ... ... building your website? Feels smooth. 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

... having a CLI-first tool like Blocpad to manage explicit, versioned context sounds like a potential game-changer for long-term projects. If I start using Blocpad today, how easy is it to sync existing context from a GitHub-based workflow? Comment from Dan Williams(@dan_williams10): @mihir_kanzariya  It is interesting that context management has become an important part of effective use of AI. I work in data, and semantic models are the equivalent. It is the boring ... ... read the code all day. Understanding why it looks the way it does is completely different and usually consumes the most time and effort. Comment from Marces William(@marces_wiliam): I think that by now both with complex topics

... 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, Google Analytics and so on Comment from Ksenia Sh(@ksenia_sh): @busmark_w_nika  it was part of my university degree, so i didnt really choose myself :D but now i want to maintain the knowledge which is hard ... ... afternoons I browse the forums. 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

... keys to the house. Comment from Nika(@busmark_w_nika): @bensabic  Yes, if there is an approval process, I would go for it (tho, I cannot imagine my full inbox, lol). Comment from Cait M(@pacalacait): This topic is close to my heart. I'm actually building a web-app (a visual management system) using agentic coding tools (what that one guy called vibe coding). It's a bloody great app and I know I've built something incredible ... ... 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

... 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

... costs. Reliability shouldn t come at the expense of sanity. That s why we ve been focusing on automation that stabilizes itself, not more systems to babysit. Comment from Ilai Szpiezak(@ilaiszp): LLMs in Production are a super interesting topic, especially as it's very different from running them in a Development environment... @cerwindcharlie , my co-founder, wrote a great article about this not long ago. Exactly the things you mentioned about, speed, latency, cost, back up, observability and more ... ... think after reading it! Feel free to share it too! Comment from Musa Molla(@musa_molla): @abod_rehman  Inefficiency quietly drains both compute and creativity. That s why GraphBit s core goal is to make every cycle count: github.com

... context actually weakens the model s output? Would love to know about strategies or templates that worked for you while engineering the model context. 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 ... ... 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

... channel where he builds an LLM from scratch. His key takeaways lean on vibe coding requiring high touch engineering-in-loop . Check out his latest tweets on X or recent podcast with Dwarkesh Patel where he touches on the topic. At Navam we are vibe coding several non-trivial white label products across multiple AI stacks, models, and frameworks running up 177K lines of working production-ready code and months of tuning our workflow with frontier models. We are building ... ... growing every day, and security is a key challenge. To quote @madelinelawren from @Aikido Security : Security is no longer an enterprise problem, it s an everyone problem. Comment from fmerian(@fmerian): Yes, and it's growing fast! According to @GitHub

... prompt injection, and more. Built for agentic workflows, voice, vision, RAG pipelines. Happy to share a demo or collaborate on benchmarks. Our GitHub is open for issues, PRs, and feature ideas. Feedback welcome! Please do check it out- https://github.com

... tool. There will be obstacles, there will be confusing steps and frustration. That happens when we send our software ideas to developers too. What I want to encourage is to try. Learn about the topics a little, some basics of a software development workflow, how GitHub

... Nika(@busmark_w_nika): @communitymadi  I think that I had a profile there just for searching for opportunities, but many were only for the US. Comment from Nastassia (@nastassia_k): @enesterenko  100% agree. I've discussed this topic with a couple of CEOs and founders, and all of them said that they only hire talent through a close circle of acquaintances. I think in startups, it's very important to trust the team. Comment from Ramesh Kumar Ramachandran ... ... company, I d DM those building projects, not just polishing resumes i.e., top talents who ship before they pitch by following creators teaching on X or YouTube, niche Discords, indie hacker forums, and open-source contributors on GitHub

... thing i just found" over time it sort of morphed into the majority of cases being people intentionally launching their product. Comment from Matt Carroll(@catt_marroll): ya good point. i guess it can be like a commit on github where it can have a verified badge, but it isnt requisite to make the launch. just additive information! i like it Comment from Rohan Chaubey(@rohanrecommends): That defeats the original premise of Product Hunt. Many tools that I hunt ... ... verification could absolutely help filter noise, but the launch magic often lives in speed and spontaneity. Maybe a lightweight badge system for verified makers could balance credibility and flexibility? Comment from Zac Zuo(@zaczuo): This is a really interesting topic

... singh5): @theanimeshs  this matter a lot! Comment from Kerem Can(@keremcan01): @busmark_w_nika  I think this is the most reasonable answer. Comment from Seunggon Kim(@seunggon_kim): Your question touches on a very relevant and nuanced topic in today s engineering landscape. As a senior engineer, I absolutely see the appeal of AI-assisted development and the "vibe coding" approach especially in rapid prototyping, hackathons, or early-stage explorations. AI tooling, in particular, has unlocked ... ... couple months back. I have posted about my experiments in multiple places but " proof of the pudding is in the eating ". So I am soon launching a vibe coded micro SaaS , sources available for anyone to learn from. https://github.com

... lovable   @bolt   @jalalnasser  vercel is only for deployment not for vibe coding Comment from Abhishek Kumar(@whereflightteam): @amasad   @kareemayyad  Cursor is better when project size grows. Personal experience :) Comment from Kurt(@krutftw): voted Other GitHub Copilot + Claude in VS Code. nothing fancy but shipped 4 SaaS products in 25 days coming from zero code background (was a concreter lol). the tool honestly matters less than being crystal clear about what you want to build. actually ... ... thought process after each prompt - More than the output code! Roll back and adjust the prompt to direct it better. - Keep chat history to at most 3-4 prompts! Keep the scope atomic and don't mix different topics

... biggest passion for 15yrs has been quality/testing in early-stage startups(0-1). I'd love to know some of the challenges you're facing around this topic, and how you do testing. As I really want to focus on supporting early-stage statups, I created GetYourTester: Comment /test in your GitHub

... like I can easily see and manage what's happening. Comment from Priyanka Gosai(@priyanka_gosai1): Gabe, totally with you Cursor has changed the way I approach small builds and quick experiments. Being able to work directly in a GitHub repo without breaking flow is a huge win. It s less about flashy features and more about frictionless momentum. Haven t personally used Claude yet, so can t compare, but if Cursor is helping you learn and ship, that ... ... minor nuances on how to best use them e.g Too much context (code) makes them lose accuracy so claims of reading entire code compromises on accuracy just like workflow based Rapid AI Development. It s a very long topic

... ehhehe Comment from Sean Hwang(@seanphwang): I love minimalist websites.. https://tinygrad.org by George Hotz is a fairly minimalistic design, but it used to look even more barebones like this . The company raised $5M+. His blog uses the standard github pages format beautifully as well - https://geohot.github.io/blog/ Then we got "advanced" minimalistic designs like https://gwern.net - he actually wrote an entire piece on it https://gwern.net/design Comment from Daad Kabbesh(@daad_kabbesh): https://bennetfeely.com/ A developer/designer blend. Great ... ... active. https://links.net Comment from Fred M(@fwed): minimalist with a twist https://fredmoon.com/ Comment from Sharath Kuruganty(@5harath): Check Farza's website: https://farza.com/ Very minimal. Comment from Ruxandra Mazilu(@ruxandra_mazilu): Omg, thank you for opening this topic

... your question. I ve already implemented features like scoring, feedback with the correct answer, and suggestions for improvement. Now, I m planning to add a simple dashboard showing the user's streak total questions attempted, correct and wrong answers, topic-wise performance, etc. I also want to introduce a badge system to make learning more engaging and help users track their progress better. As a solo founder working on my first venture, I m always open to feedback and suggestions ... ... would love if a few can test the tool and list your startup, Here's the website link - https://www.saas-hive.com/ . Appreciate the help. Comment from Mike Kerzhner(@mikekerzhner): @harvanshchaudhary  Oh I love this. Maybe I can paste a github

... wasn't in tech but in fitness industry :D Comment from Jean Willame(@jean_willame): @busmark_w_nika  Yep, exactly it's this one ! Comment from Jean Willame(@jean_willame): Hey @busmark_w_nika thanks for the topic! As a Produc and after trying so many productivity hacks, I finally found that the simplest tool that actually works to get your sh*t done is the most useful ahah. My day-to-day workflow centers on Linear for general ... ... website. It also shows heatmaps and other cool things. Recently discovered it! Comment from Malith Gamage(@malithmcrdev): I am a maker working on zapdigits.com and these are mine: Task Manager: Notion Linear Design: My girlfriend (UX designer) Development: Cursor Github

... some are new I want to check out like Granola, Vapi, Krea. Comment from Artin Bogdanov(@artinbogdanov): I haven't tried most of these yet, definitely need to! Also, for the voice tools, you should check out Dia ( https://github.com/nari-labs/dia ). They just released it recently. Also, soon, you'll have to add SunApp.ai to that list too. Comment from Sonu Kalwar(@sonu_kalwar1): Nice list.. I'm currently trying out these tools: DFIRST AI - for custom content workflows ... ... workflows Activepieces - for automation Comment from Rajiv Ayyangar(@rajiv_ayyangar): @asciidiego  I don t personally use it but the founder of a consumer goods co mentioned they use Krea and really like it! Comment from fmerian(@fmerian): Great topic