I've seen news and online discussions about AI-generated code causing serious issues in some cases, including accidental database deletion, security vulnerabilities, or other production failures. For those of you using AI or vibe coding in real client projects, how do you prevent these risks? What safeguards or workflows do you follow before deploying or handing an application over to a client? Do code reviews, testing, backups, staging environments, and other best practices make AI-generated code safe enough for production, or is a strong understanding of the underlying code still essential? I'd love to hear how experienced developers approach this in real-world projects.

My name is Tanisia. I’m in Alameda, CA, so “SF Bay Area” tech country. (It’s an island just next to Oakland, and 25 miles from San Francisco.) (If you’ve watched “Star Trek 4: The Voyage Home,” we’re where the “Nuclear Vessels” used to be.) I was an Executive Assistant in the Financial Services industry until last March 2025, when the owner retired and sold his clients to a bigger firm. I’ve done temping and tax preparation since then, but I’m in a serious crunch situation now. My whys? 1. I never wanted to work as an Administrative Assistant in the first place. 2. I have one, possibly two months before my unemployment payments fully run out and finances get dire. 3. I refuse to just rely on job hunting and not do everything else possible (and legal) to help myself. I’m still putting out resumes and looking for jobs, but the market is horrific. I’ve had about 7-10 interviews so far, but no takers. While I still have the means to use what resources I have available, and somewhat of a runway, and all the daily time I have, I’m aiming to capitalize on this technological inflection point in order to save myself and transform my career. I’ve been entrepreneurial before, but I admit I was too comfortable and too scared to actually “sell” to people. I no longer have that luxury. Summary: my “Why” is I see the opportunity to build a lucrative business, I have the time and motivation, and I’ll be damned if I just rely solely on job hunting to save myself!

Hi! I'm Kishita, from California, USA. I'm a seasoned nutritionist who pivoted into marketing and data anlytics, pivoting once more to go back to where it all started. I enjoyed helping people heal, and I want to do more of it, for as many people possible and as soon as I can. I'm here to build a second brain for individuals so that they can understand the mid & long term impact of their health and lifestyle choices. Every-'Body' has a story, and its worth cheering on! My key drivers are to be able to Create, to Help, & have Financial Freedom. Excited to be here!

Hey everyone — new here, just joined yesterday. Figured I'd share what I'm working on instead of just lurking. I run Inspire Applied, an advanced prototyping shop in Massachusetts. Lasers, 3D printing, CNC, the works. Last year I started building an AI agent that handles the front end of the business — quoting, qualifying projects, routing work, logging, follow-ups, even content. The agent lives at https://makerasaservice.defyimpossible.tech/ — if you visit, you're talking to it directly. It quotes your project, qualifies the work, and when you're ready, the physical shop executes. No chatbot handoff to a human. The AI is the interface between the customer and the machines. What it does right now: - Takes project descriptions and generates quotes in minutes - Connects to Gmail, Calendar, Drive, GitHub, Notion, YouTube, LinkedIn - Logs everything, remembers context across sessions - Routes work to the right machine/process - Handles the full customer conversation What I'm working on: - Tighter integration with shop floor systems (machine status, scheduling) - Automated content generation from completed jobs - Deeper qualification logic (material selection, tolerances, cost optimization) Would love feedback from people who've built or are building persistent agents — especially ones that connect to physical systems. What's working? What's breaking? What would you do differently?

- Who you are: a 60+ overweight white woman who has been a Computer Support/CSR for the past 40+ years living in Denton, TX who’s tired of having employers run my life. Not ready to retire (early). - Your goal: go through the course and land my first client – which side? Don’t care, I can do both - Your "why" – Freedom: yes. Family – don’t really have one anymore, but I want to help the others that were like me: homeless and needing employment so I could afford a place to live & food w/o relying on gov’t handouts for housing & food… Career change – yes. The tech? yes.