The week started on Wednesday with a singular focus: get the Ops Center billing system into a state where it actually works. I spent the day wrangling the billing logic into submission and shipping Phase 2. It was a heavy lift involving subscription management, dynamic pricing, and a complete UI overhaul. The code churn was massive. One commit alone touched 879 files with over 45,000 lines changed. I also wrapped up the documentation for the deployment and integration. It is finally in a state where it can be used.
The billing system handles usage tracking, subscription management, and payment methods. I built the dynamic pricing engine and the organization billing APIs. The UI is complete with dashboards for admins and users. It is a complex system, and it took a lot of commits to get right. But it is done.
That same day, I shifted gears to the Unicorn Commander website. I did a comprehensive refresh of the site content and product pages. The commit added over 41,000 lines across 91 files. It was mostly structure and content, but it makes the site look like a real product instead of a placeholder. I also cleaned up the search integration in center-deep-pro. I removed Google because it was blocked by TLS fingerprinting issues. I added Startpage and Mojeek as alternatives. They are privacy-first and do not have the same fingerprinting headaches.
I built the dynamic pricing engine and the organization billing APIs.
A third theme was observability. I pushed Umami Analytics to about seven different repos. It is a simple, privacy-friendly tracker. I added it to unicorncommander.com, magicunicorn.tech, cognitivecompanion.dev, and a few others. It gives me basic traffic data without the bloat of Google Analytics. It is a small change, but it makes the ecosystem feel more connected. I also fixed a kernel issue in unicorn-amanuensis. The NPU mel kernel needed a recompile with accuracy fixes from late October. It was a quick fix, but it matters for audio processing performance.
Wednesday was about finishing things. The billing system is finished. The site refresh is finished. The analytics are in place. It is a good day to have done that. The work is solid, and it ships.
By Friday, the momentum had shifted from building to refining. The day started with the kind of boring fix that makes you nervous because it touches auth paths. I swapped get_session() calls over to get() across four files in the session manager. Four files, nine lines in, nine lines out. The kind of change where you double-check every import path because a wrong line means the next deploy drops everyone from their session.
I also updated the ops-center submodule three times in uc-cloud to pull those fixes in. I am not sure what kind of person updates a submodule three times in a day, but it is me, and each update tracked a different landing. The logo swap was simpler. I replaced a WebP image reference with the PNG version on the marketplace landing page. One line. One file. The WebP version was probably fine on every browser we tested, but the PNG is the one that works everywhere without a second thought. Sometimes that is enough.
I added a navigation header to the marketplace landing with a Sign In button. Ninety-two lines of markup and wiring to make the entry point feel less like a dead end. Then the big thing: center-deep-pro went full send on a UI overhaul. Two commit waves, twenty thousand lines added, nearly fifteen hundred removed. The first wave tackled production readiness across forty-five files. Performance benchmarks, load test results, a deployment guide, cache optimization docs, CSS phase two reports, a master integration summary. The kind of work that looks like mountains of markdown and actually matters because nobody wants to ship a shiny UI that crashes under real load.
The second wave was the UI refinement overhaul. Six thousand six hundred sixty-five lines added across 19 files. Analytics dashboard, database page, settings, users, the whole admin surface. CSS overhaul, execution plans, deliverables reports. It was a three-team sequential push, so the work was already scattered across a bunch of hands. My job was making sure it landed coherent instead of four different designers pasting different visual languages onto the same pages. Between the docs and the code, the admin UI is looking like something people won't immediately open in a new tab and forget about.
Saturday usually means I get to work without the usual noise, but today it turned into a day of heavy lifting across three repos. The headline wasn't the biggest commit, it was the organization billing integration. That was the thing I needed to get right, and it took up most of my energy.
I started in ops-center. The goal was to get the billing system talking to the apps correctly. I pushed through a massive refactor that rewrote how we handle tiers and credits. It wasn't just a quick patch. I changed backend logic, updated the API server, and built out a full suite of end-to-end tests to make sure the credit flow actually works. I also cleaned up the multi-provider key management so the system can handle different LLM providers without breaking. It was a lot of files, but the logic finally holds together.
While that was cooking, I made sure we had the documentation to match. I spent hours writing up the system architecture, the billing flows, and the integration guides. We needed a clear record of how the new billing system works, so I added over 200 KB of new docs. If someone else needs to touch this later, they won't have to guess. I also routed authenticated users to the public landing page with the search bar, which is a small UX win but makes the flow feel more natural.
The second big arc was in uc-cloud. I had to update the ops-center submodule to pick up those billing changes and the routing fix. That meant touching the infrastructure configs, docker-compose files, and admin documentation. It was a lot of churn, but it was necessary to keep the deployment stack in sync. I also fixed some Traefik routing issues that were messing with the landing page. Once that was sorted, the whole environment started behaving itself.
Finally, I touched center-deep-pro. I completed the production readiness for Teams 1 through 5. This involved a lot of backend API implementation, CSS architecture updates, and deployment guides. It was a comprehensive push to get those teams fully functional and documented.
It was a long day. I moved a lot of code, wrote a lot of docs, and fixed a lot of routing. The billing system is now integrated, the docs are up to date, and the infrastructure is aligned. It feels solid.
This week was about closing loops. The billing system is no longer a concept, it is code. The sites are no longer placeholders, they are products. The docs are no longer missing, they are there. That is a good week.
Real product captures — click any to enlarge.