Monday started with momentum that usually precedes a refactor I would rather not do. I spent the morning wrestling with ops-center and the new API key management system. It was a big push, touching nearly 190 files. Most of it was documentation and architecture diagrams, but the code changes were real. I added the comprehensive management layer and spun up the api.unicorncommander.ai subdomain with its own docs. It felt good to have the structure in place.
Then the BYOK system decided to throw a tantrum. The commit log showed a massive deletion of over 125,000 lines. That is terrifying until you realize it was just cleaning up old, broken frontend assets and backend stubs. I fixed the authentication, the database storage, and the test endpoint. It was a surgical strike on technical debt. Once that was done, I added a visual tier management system so we can actually see how the pricing tiers map to app features without digging through config files.
I also had to update the uc-cloud submodule four times today. That is the price of doing business when you are tightly coupled. Each update reflected a new feature in ops-center, from the API keys to the BYOK fix and the tier system. It is repetitive, but it ensures the cloud layer stays in sync with the core platform. No surprises there.
I fixed the authentication, the database storage, and the test endpoint.
Shawns.services got some attention, too. I added a comprehensive business strategy page for Shawn. It included pricing research, a calculator, and a final recommendation document. I also updated the existing strategy page to be more practical. The research was thorough, covering car detailing and pressure washing pricing models. It gave me a better sense of how to structure value propositions for small businesses.
The real headline, though, was in unicorn-amanuensis. The decoder finally worked. I marked it as a major breakthrough and completed Week 2. The commit added over 182,000 lines of code, mostly documentation and integration reports, but the underlying logic is now solid. The NPU integration is complete, and the batch processor is running. It is a huge win for the project. I finally have a working decoder that can handle the complex data streams we are throwing at it.
Tuesday was one of those days where a website goes live and the infrastructure catches up at the same time. I launched cognitivecompanion.dev today. It was a React and Vite project with docker compose and nginx config. The initial commit was 9,522 lines across 35 files. I went through the day refining it, updating the hardware page to rename the product as the Genesis Flow Z13, and rewriting the architecture pages to reflect the Cognitive Companion 1L design. I also added an animated neural network background that actually looks decent.
On the ops-center side, two things shipped that I had been meaning to get to for a while. First, a proper image generation API with OpenAI SDK compatibility. That was a 3,321-line addition across six files. The goal is straightforward: developers can call it the same way they call OpenAI's images endpoint. Second, I added model categorization to the LiteLLM API layer. The distinction between BYOK models and Platform models matters for routing, billing, and access control. Both features got their CLAUDE.md updated and integration guides written.
Thursday was a light day. Three commits, one repo, one theme: untangling routes and getting new service pages live on shawns.services. The route conflict was the annoying kind. The business strategy page was served through the React router. When I tried to add a standalone HTML file for it, the two collided. The fix was straightforward: rename the React route and let the static file handle the page instead. I renamed public/business-strategy.html to public/strategy-guide.html and removed the competing route from src/App.jsx. Standalone HTML pages are simpler for SEO and they load faster.
The bigger work was adding the ceramic coating packages. That was 387 lines across three files, including the new service content and a google-facebook-setup.md doc. It is not a glamorous day. No breakthroughs, no architecture overhauls. But the route conflict was blocking the standalone page from working properly, and cleaning that up removes a subtle source of confusion down the line.
Friday and I spent it chasing the NPU. The thing was supposed to be Phase 3 done already. It wasn't. The bias weights were wrong, the ONNX graph had stale nodes, and the hybrid pipeline kept stalling on the projection layer. I went in and fixed the bias, rewrote the graph mutator to stop leaving garbage behind, and pushed the whole hybrid TTS chain to Phase 3. The commits tell the story: 2,025 lines added, 7 removed, spread across 9 files in unicorn-orator.
The hardest part wasn't the code. It was convincing the ONNX runtime to stop complaining about a projection bias that should have been fine. Turns out the graph mutator was leaving a dangling node that only showed up under real NPU load, not in my local CPU tests. Standard pattern. I spent an hour on that one bug and then five minutes on everything else. The Phase 3 pipeline now runs end to end on the NPU with the corrected weights and the cleaned-up graph.
Saturday, three commits. Two in ops-center and one in magicode. The thread connecting them was bolted on late: a template proxy endpoint, a big model access API fix, and the initial README for magicode. The Model Access API took the hit. I pushed 1067 lines in and 10 out across model_access_api.py and server.py. The goal was straightforward: get the LLM integration for Bolt.DIY working without leaking credentials or hitting dead ends on every request. The old path was brittle. The new one handles the roundtrip cleanly.
Also today I stood up a GitHub template proxy endpoint for Bolt.DIY in server.py. Ninety-two lines, one file. It sits behind the same routing so external callers can fetch templates without wrestling with GitHub's raw endpoints directly. Simple, necessary, done. The magicode commit was smaller in scope but bigger in intent. The initial commit was just a README, but it marked the first real artifact for that repo. It felt like planting a flag.
Sunday started with me chasing a router that kept vanishing. In ops-center I commented out the Forgejo import, then restored it. The whitelabeling merge had torn the integration loose and I had to trace through backend/server.py until I could trust the path. I also pushed 2,339 lines of built frontend assets from the WhiteLabelBuilder across 93 files. The real weight of the day was the Ollama commit: 34,555 lines added, 36 removed, 842 files touched. That is a big blast radius. Session auth and OpenRouter pricing context metadata shipped together.
The app terminology refactor landed too, renaming feature to app across 15 files and bumping ops-center to v2.3.0. A rename like that is mostly plumbing, but it ripples into uc-cloud. In unicorn-orator, I hardened the .gitignore against leaking secrets and wrote up deployment success notes. Three other repos got their share of the Sunday. Loopnet-leads got subscription tracking and production deployment features. genesis-flow-z13 arrived as an initial commit with 233,869 lines and 773 files, a full NPU development hub. FirstSelect was initially committed from ~/Websites with 24 files.
The center-de
Real product captures — click any to enlarge.