From Federal Prison to AI Architecture: Building Integrated Systems

From federal prison to building a solo AI agency. My take on vibe coding, fine-tuning LLMs, and the philosophy: Build, Optimize, Automate.

From Federal Prison to AI Architecture: Welcome to Building Integrated Systems

If you told me in 2015 that I would be programming and building coded systems that control and dictate my life, I would have thought you had me confused with someone else. I was never a "nerd." I was genuinely perplexed by code and didn't even understand what an operating system was.

My life has been a roller coaster of interests, but I was never into authoritative environments—until I landed in Federal Prison in 2019. While the details of my descent into the dark web are irrelevant here, that time in isolation was instrumental in shaping who I am now. It was there that I discovered stock market trading, which sparked a curiosity about algorithmic trading and eventually led to my deep dive into Artificial Intelligence (AI) and Machine Learning.

My Core Philosophy: Build. Optimize. Automate.

The core of everything I do now rests on a simple principle: Build. Optimize. Automate..

I have fallen in love with algorithms and machine learning. My goal is to learn everything I can about how these intelligent systems are optimized and share that knowledge with you. I am even implementing these tactics in my personal trading, with the hope of soon automating my entire portfolio,.

Building a Solo Dev AI Agency

I am currently building a solo dev AI agency focused on implementing and customizing AI solutions for small, medium, and enterprise-level businesses. To achieve this, I am "vibe coding" using the Composer agent from Cursor for analytics and planning, while utilizing Claude Code for heavy-duty code generation.

My agency focuses on the following key areas:

• Custom LLMs: Fine-tuning Large Language Models maintained locally and privately.
• Automation: Implementing decision routing via intelligent automations.
• Scalability: Decreasing workflow friction to increase business scalability.
• Web Development & SEO: Increasing web presence through modern development and search engine optimization.
• Lead Generation: Generating new leads via machine learning tactics.

Technical Deep Dives: What to Expect

I generate thousands of notes and ideas daily. This blog will serve as a repository for my Dev Logs, daily notes, and trading journals. Future posts will cover advanced technical topics, including:

• Smart Home Automation: Architecting IoT (Internet of Things) solutions.
• Resilient Code: Best practices for building self-healing code bases.
• Production Applications: Guidelines for creating production-grade software.
• Model Optimization: Deployment and tuning of AI models.

The Human Behind the System

I am naturally a very introverted person. Lately, I have been bartending at night to break out of my "hermit-like" ways. My goal is to be able to walk into a room of strangers, hold a conversation with anyone, and learn something new.

I am excited to share this journey with anyone willing to watch. If you have questions about AI, automation, or anything covered here, please reach out.