This week was about three things: releasing a heavy tool, modularizing it so it actually makes sense, and then spending Saturday morning tearing down a Docker setup to put it back together better. It wasn’t a sprint. It was a series of deliberate pushes and pulls, mostly involving the Colonel and the UC-1 environment.
Wednesday started with the release of The_Colonel. I had been wrestling with the concept of marrying Open WebUI with Open Interpreter, and by the time I sat down, the goal was simple: get it out the door. The initial commit was a beast. I pushed twenty-two files, adding over four thousand lines of code. The bulk of that was core server logic, telemetry, and system debugging. The architecture had to be solid enough to let the interpreter talk to the UI without tripping over its own feet. It was a big lift, but the foundation held.
The second half of the day was about fixing the cracks. A stubborn type error kept nagging at me. It refused to go away until I dug into the environment configuration and profile updates. Once I found the mismatch, the cascading failures stopped. I refactored the default profiles, renaming gpt-4.1-mini to The_Colonel and updating the config for claude-opus-4-0 and deepseek-reasoner. The goal was to make the system robust and easier to configure from the start. I also cleaned up dead weight, deleting a massive backup file that was just clutter. The work was done, and the system was stable.
I pushed twenty-two files, adding over four thousand lines of code.
By Friday, June 6, the perspective had shifted. The Colonel was functional, but it needed to stop being a single tool and start being a suite. I spent the morning on uc-Colonel-Katie and uc-The_Colonel, which are effectively the same codebase mirrored for different deployment contexts. The headline wasn’t a bug fix. It was the addition of seven new individual automation tools.
That commit, 717c7534e, added 3953 lines and removed 64. It introduced separate spec files for applescript, browser, clipboard, computer, files, javascript, and python tools. This was the shift from a monolithic script interpreter to a modular automation framework. The browser tool alone opens up so many possibilities for scraping and interaction. I updated the openapi.json to make this all discoverable by the AI. The Colonel was now capable of doing actual system-level work without me writing a custom wrapper for every single task.
While the Colonel was getting wings, UC-1 was getting a house. That repo saw eight commits focused on installation and documentation. I reorganized the project structure, which is always a bit like moving furniture in the dark. I added comprehensive documentation for the UC-1_Documentation extension, including guides on getting started and hardware specs. The install script was the critical piece. I updated Install-KDE-UC1.sh to include an automatic UnicornCommander startup. If the user cannot get the system running with a single command, the whole project is useless. I also uploaded the autoinstall.yaml files to make them easily accessible. The interplay between these repos is key. The Colonel provides the tools, and UC-1 provides the environment where those tools run. Treating them as a single ecosystem, even in separate repositories, is crucial for the next phase.
Saturday morning meant clearing out the clutter. I spent the day untangling the ComfyUI setup files in uc-UC-1. The repo had accumulated a messy history of incremental patches, and I decided it was time to stop patching and start over. The goal was simple: get to a clean, documented, and working Docker environment without the baggage of yesterday’s half-baked fixes.
I started by nuking the old files. I deleted the existing Dockerfile, docker-compose.yaml, and setup_comfyui.sh. It felt good to wipe the slate clean. Then I recreated them from scratch. The first iteration was rough. I uploaded the new files, but something was off. I deleted the setup script again and tried again. I deleted the docker-compose file and redid it. It was a cycle of delete and recreate. I wasn’t just writing code. I was learning what the code needed to be.
The final version is stable. The Dockerfile is clean. The docker-compose.yaml is simple. The setup script works. There were moments of doubt, wondering if I was overthinking it. But the patches were getting messy. The history was getting long. It was better to start fresh. The new files are lighter, easier to understand, and easier to maintain. That is the win.
The week ended with clarity. The Colonel is a multi-tool, UC-1 is easier to install, and the ComfyUI setup is solid. It’s not perfect, but it’s functional and ready to build on.