What started as an experiment has become a very useful little infrastructure. In continuously expanding out my AI-native system, over time I found myself trusting it for more and more different tasks. I had been using it completely headless, but I started to feel that having a small screen would really enhance it's ability to stay in the loop with me, and would also serve as a clear starting point for an Agent OS that controls the entire machine this level, which has been going very well so far (will have updates on that soon). There's so many things I could get into about controlling this from your phone through Termius, and the benefits of being able to throw over tasks to it. Just the ability to use it as a machine that's always on, and invoke Claude Code via terminal on it for cron jobs has been a great convenience. So in total, so far it's earned itself a face. Let's see if it earns itself a voice too.

Most agent outputs land in two places: the terminal and a markdown file. Both are readable by a human. Neither is queryable by the next agent. The pattern worth knowing: write outputs to JSON lines, not prose. One JSON object per run, appended to a file. The next agent reads the last ten rows and makes a decision without parsing paragraphs. A concrete version: a skill that checks content quality writes a row with the score and any violations. The skill that runs next session reads that row and knows whether to alert or skip. No markdown parsing. Just a tail and a pattern match on score. The difference between an agent that informs and one that compounds is the shape of its output. What format are you using when one agent needs to hand state to the next?

Claude Code Mastery is live in the classroom. Six modules covering agent skills, the Claude API, MCP configuration, and remote execution from your phone. Each module pairs an Anthropic Academy foundation course with a practical lesson. The Anthropic courses cover the theory. The practical lessons show how to apply it on a real machine with real files. Weekly meetup every Wednesday at 1 PM Eastern. Check-ins, concept walkthroughs, live Q&A, and accountability. Recording posted after each session. Start here: https://www.skool.com/snappy/classroom When you finish all six modules and the four Anthropic Academy courses, post with #claude-code-complete and your email to claim your certificate.

I've been polishing UI for a client app using a browser feedback loop with Claude Code. The agent takes a screenshot, evaluates it against a style reference, makes changes, screenshots again. No manual review cycles between iterations. The thing that made this work was keeping the frontend as a thin layer with no API routes, so agents can iterate on design without regressing functionality. Anyone else running visual feedback loops with agents?

This week taught me one important lesson: progress doesn’t come from feeling ready; it comes from showing up anyway. 🚀 I’ve been developing a tool that I keep referred to in the video as an “automation” tool. However, I know better it’s a custom quote generator. 🧾 This tool features reusable templates, allowing companies to avoid the tedious process of rebuilding quotes from scratch. They won’t have to jump into Canva, place images, format text, and repeat that entire process each time. Or constantly looking for files to copy paste The contents to not have to write it down every time The real value lies not in buzzwords, but in the time saved. ⏱️ I’m new to this, and things break; some features only work halfway. My laptop moves as if it's on vacation! 💻🐢 However, I still committed. 🔁 Here’s what I learned: - Consistency beats talent when talent gets tired. 💪 - Confidence comes after taking action. 💼 - Broken things are feedback, not failure. 🧠 Nothing is perfect yet. The user interface still needs improvement, and the templates aren’t finished. But I’m not the same person I was two weeks ago Heck! I’m not even the same person I was a year ago. 🌟 This journey isn’t just about building one app; it’s about developing discipline. 📈 If I occasionally use the wrong words, understand that my intentions are right. I might call it “automation,” but what I really mean is saving people time and reducing stress. 😊 And if my Accent sounds different, that’s just the Caribbean in me! 🌴 I’m focused on fixing code, not my accent. So for those that might have an accent remember what matters most is your hard work and dedication 😂🫡👊🏾 Week two is complete, and week three is on the way. I’m not stopping! 🚀