I spent this week doing something I don't see talked about much in the vibe-coding world. Instead of just shipping my site, I tried to break it. I built it careful. Rate limiter, guards, the usual. But reading your own code never catches anything, you wrote it, you're blind to it. So I pointed an AI at it and told it to act like an attacker. It got in in about 40 seconds, through a header I forgot you could fake. Then it found two more holes on the poll, same root cause: a security switch flipped on, but the rule behind it let everyone through. Dashboard said protected. It wasn't. Fixed it the same day, then ran the attack again live on the patched version to check the work. What's stuck with me since: this whole space is optimized for building fast. Almost nobody talks about building it so it lasts, or so it doesn't quietly leak everyone's data because you never thought to ask it not to. That maintainable, secure side is the part I actually care about, and it feels underserved. So I'm curious what you all are seeing out there. Is there real appetite forming for the "build it right, not just fast" angle? Or is the market still mostly heads-down on speed and model comparisons? Trying to read whether this is a lane worth going deeper on. Video where I walk through the whole thing: https://youtu.be/mdQ8xiKWTc0

I want to do the simple thing where someone: - Drops their name and email on my site. - Automatically gets a free resource/lead magnet. - Lands on my email list, tagged and organized, so I can send them stuff later. I've seen people use Supabase for database management (which might be overkill for my current needs) along with Resend for email and lead magnet delivery. What are you using to make that work? I've been using Kit, but frankly, it sucks. I'm wondering what people in this community are doing. I'm not sure if I should switch to another service like beehiiv, for example, or just build something myself.

TLDR: LLMs forget everything between sessions. You re-explain yourself constantly, lose progress on long-running work, and have no reliable way to pick up where you left off — especially when switching between models or tools. I built PMM to fix that. @Deacon Wardlow helped me improve it by identifying a specific gap: session continuity — what changed, what’s still open, where you stopped. That’s now live in PMM v 2.8.​ Edit: I figured screenshots tell a better story => same memory on three different tools with 3 different models, where I've asked the LLM to basically recall outstanding tasks across the 4-5 current projects. Slightly different perspectives because I'm working a slightly different project with each model. I initially built PMM to remember stuff beyond the context window to fix an issue i had with the LLMs I use failing to remember and recall over long conversations. I used it to have the same conversation, while switching between Claude Code CLI and Co-work. Eventually it became a tool for helping me with continuity in my conversations with different LLMs on different apps and harnesses ( I switch a lot between Claude, OpenCode and GitHub Co-Pilot). I now use it to give multiple agents long-term memory (while they switch between different models on Claude, Gemini, Model Ark and a couple of smaller local models) without the use of model routing. I currently deploy it (along with with another agentic plugin I developed) to give agents long-term individual and collective organisaitonal memory in their conversations with multiple users over telegram in a small pilot. @Deacon Wardlow tested PMM in his own workflows, identified a gap in session memory management, and tried a couple of changes, which he outlined in another thread discussing Session Memory Layer + PMM

Quick context: I've been building an AIOS and running my own marketing agency on it. It's heavily inspired by ICM, OKF, and the LLM Wiki work, and the through-line from all three is the same. Keep the whole business in plain, structured files instead of a vector DB, so any model can load and reason over it directly, and so the owner keeps their system rather than renting it. The core is an autonomous agent that does two things: - Onboarding: it runs a conversation that builds your folder structure and context as you talk. No time-consuming manual interview, and you get familiar with the agent from the first message. - Assistant: the same agent then teaches you the system, builds and updates your skills, runs them on demand or on a schedule, and pulls data from your connected tools. Everything is text-first. Two architecture notes: capabilities are skills you build and run rather than a fixed cast of agents, and it's provider-agnostic so it isn't tied to one model or company. I built it for my agency first, and I'm now offering it to owners in the 4 verticals I know best (agencies, home services, ecommerce, personal services), improving it with every build. Where I'd love feedback: the file-native, no-vector-DB bet, the agent-led onboarding as a pattern, and skills-as-capability vs an agent swarm. Where do you think this hits a ceiling? Happy to go deep or show a walkthrough. www.nuAIOS.com

NEED A MENTOR . Hey everyone I am glad to be here. I am in college (health information technology I love it, but it is expensive) and I also work 3 jobs production, nursing assistant at a hospital and a restaurant. with no skills at all I need to start making $50,000/ month in a week. •WHAT I HAVE : $500 (I can spare at this time), a laptop/pc , 8hr per day , smart phone that's it. •What Is In My Mind : With all these three jobs, I noticed a lot of problems where I can implement it. Icm folder structure. A lot of the people like hospitals have wide a variety of data and documents. I can literally create system for them as a site hustle so I can one by one take stress off and hopefully do one to 0 jobs. Just by building. Icm project for them The problem is I have no experience but I am ready to learn from basics. I’m sick and tired of having three jobs and a lot of it of the money is going towards my schooling and helping my family out with their stuff and everything (most of the money is already gone as soon it hits ) I literally don’t have any free time and I wanna put myself in a position to put give myself free time and travel • What I Want : A mentor who will guide me every day step by step. I will share my daily report and want them to give me daily task like giving me homework. I want a roadmap. To teach me how to write on structuring already built foundation into a icm folder structure using ai , get clients, cold email, sales calls, every thing I need and tech me how I use this community. That will teach me the foundation of entrepreneurship, business, self-confidence, etc.. I am ready to another work to and learn another skill if it is my mentor teach me to do. It’s at a point now If anyone in this community is hiring looking to teach and how they do things with zero pay let me know. I don’t really care about the money at this point. I just want to learn and have skills to implement them for myself that I can apply. Skills is a lot more effective than me working for somebody just to get paid cause I already do that and it’s to be honest kind of miserable, but I have to live with it as of right