***A note before you read: this post talks about losing a parent to drug overdose, addiction, and some of the harder parts of growing up through that. If any of this hits close to home, take care of yourself first.*** This is personal, not ai related but feel its important to share. Both @Matthew Creamer and I lost our fathers to drug overdoses. I don't say that for sympathy. I say it because it's the kind of thing that rewires your entire life and I think some of you need to hear that the people building this thing with you know what it feels like to start from somewhere broken. My dad was a good man. I need you to know that before anything else. He was loving, he was present, he was the kind of father who wanted his son to never have to grind through the kind of work he did. He spent his life in construction, the kind that wears your body down year after year, and he always told me he wanted something different for me. He wanted to retire the whole family one day. He wanted to leave a mark on the world and he wanted me to do the same. He just had his demons, and one night when I was 15 they took him from me. A month after my birthday so I was still basically 14 years old and I found him on the couch and that was it. Everything after that moment I had to figure out on my own. I learned how to trim my beard without him standing behind me in the mirror. I learned how to haggle with taxi drivers in countries he never got to see. I broke my heart for the first time and had nobody to call who could tell me what that kind of pain actually means when you're young and don't know who you are yet. I fell into addiction myself somehow escaped after a lot of battles. I joined the Marine Corps and that brought its own tragedies, its own weight. I climbed the tallest mountain in Europe. I walked across the grand sands of the Middle East. I have tasted war and peace, depression and anger, and so much more that I am still learning how to carry.

Hi, I’m Jason — a software engineer working on an enterprise finance platform where AI is increasingly part of our development toolkit. I’m particularly interested in agentic workflows and how teams are integrating AI into real engineering practices. I always enjoy connecting with others in the space, sharing lessons learned, and hearing about different approaches. Feel free to reach out if you’d like to exchange ideas.

Tell us three things: 1. What you do (job, industry, student, career-changer, whatever) 2. What brought you to Clief Notes 3. One thing you're trying to figure out right now related to computing or AI I'll respond to every single one. And read each other's intros too because the person who's stuck on the same problem as you might already be in this thread. I'll go first I am Jake, I have been working in tech for 15 Years, building with Generative AI for 3 Years straight now! Excited to teach and learn! That's it. Simple, scannable, gives you data on who's joining and what they need, and keeps the feed clear for content that retains people past week one.

At work we have a large codebase that, up to this point, has not utilized AI in any meaningful fashion. I'm beginning to understand your nested folder structure for completing tasks within Claude Code for projects that look like one-off, self-contained tasks, but what about a full code base? is your folder structure implemented within the code base or is it an external rule set that points to your code base externally?