Monday started with the kind of momentum that makes you think you have a handle on the week. I had two distinct threads pulling in opposite directions. On one side, ops-center was finally maturing from a prototype into something an admin could actually run. I landed a unified LLM management system in a single massive commit that touched sixty eight files and added nearly twenty five thousand lines. It was not just about adding features. It was about making the system work. I fixed the endpoint column name so the provider field stopped throwing errors. I corrected the system provider key lookups. I built the system provider key management UI so admins can store and rotate keys without leaving the dashboard. The BYOK system landed alongside it, letting users supply their own API keys. I also spent time making the interface usable, reworking colors for WCAG AA contrast compliance and restructuring navigation with role-based access control. It was a day of turning raw code into a coherent product.
On the other side, unicorn-amanuensis hit a real milestone. The NPU acceleration work moved through its kernel phase two. Phase 2.1 brought the simple FFT mel kernel working. Phase 2.2 added the full NPU kernel pipeline. Phase 2.3 pushed into INT8 and AIE2 SIMD optimization. The breakthrough commit that got everything compiling had twenty three thousand five hundred lines added. It was a different kind of win. It was not about UI or configuration. It was about silicon. The kernels were compiling and executing on the hardware, opening the door to the performance gains the project has been chasing.
Tuesday brought the hardware wrestling match that usually ends in tears, but this time it ended in a working kernel. The fixed-point FFT was finally running on the AMD Phoenix NPU, and the mel filterbank accuracy jumped by 25 to 30 percent. That is not a small bump. That is the difference between a prototype and a product. The unicorn-amanuensis repo absorbed the bulk of the day as I added optimized mel filterbank kernels and fixed the FFT implementation. I had to validate the execution model, check the AIE core behavior, and ensure the mel coefficients were generating correctly. The commit history reads like a deep dive into signal processing on constrained hardware. The kernel is working. I also documented the long-term strategy for NPU acceleration. The path forward became clear. The librosa approach is viable. This is the foundation for the next phase of whisperx optimization.
The NPU acceleration work moved through its kernel phase two.
While the NPU team was conquering silicon, ops-center got its own treatment. I resolved critical API endpoint issues that were blocking progress. I added a subscription tier management API. I set up the monitoring stack. The API key authentication system for external apps went live. The backend was getting muscle. By Wednesday, the focus shifted to pocketsteward. I built an agent framework into the repo, adding multi-protocol agent scaffolding supporting REST, MCP, and A2A. It was the skeleton of a system I had been turning over in my head for a while. I wrote the base agent classes, the manager, the registry, and the document processor agents. The frontend got a type fix and a missing heroicons dependency. The usual cleanup that happens when you are actually using the code. Meanwhile, the NPU work hit a discovery. The encoder was fast at 134 times. The decoder was the bottleneck. That finding rerouted the assumptions for the week.
Thursday was about plumbing. I spent the bulk of the time in ops-center chasing down a cascade of integration issues. The credential system was reading from static files when it should have been pulling from the database. The routing logic was guessing at what the backend expected. I fixed the universal credential system so it actually reads Platform Settings from the database. I resolved the TypeError crashes in the Cloudflare and Services pages. I added comprehensive advanced filters to the Model Catalog. The server stopped crashing. The system felt solid again. I also spun up Unicorn-Orator, extracting it from UC-Cloud to give it its own identity and multi-platform support. It now has its own API and runtime detector. PocketSteward got the final touches for Phase 1, with JWT authentication and RBAC wired up. The agent system is initialized at startup. It is ready for real use.
Friday broke into two halves. The morning was cleanup. The afternoon was low-level hardware bugs. Ops-center got a critical bug fix sweep across 549 files. The Features API and a BillingDashboard TypeError were the culprits. The fix landed with about 14,500 lines changed. That is a massive rework of the vendor bundles. Center-deep-pro got a full Keycloak theme pass. The login page now has a real logo and custom CSS. But the real story lived in unicorn-orator. The AMD XDNA2 NPU work landed a BF16 signed value workaround. The model pipeline was hitting a sign bug with how BF16 values were being handled. The fix required changes scattered across the server, tests, utilities, and documentation. The test suite got a full rewrite. It is 3,978 lines of new code and tests for what amounts to a hardware quirk. The workaround holds. The NPU path is solid.
Saturday brought a shift in scale. I integrated SearXNG into the core project, touching 564 files and adding 374,145 lines while removing just two. It is not a feature addition. It is an ecosystem pivot. I embedded SearXNG as the primary search backend, replacing the previous lightweight search logic with a full, standalone instance. The GUI overhaul followed, adding 24,214 lines across 53 files. It was the necessary UI wrapper to make this new power usable. I completed the SSO implementation for center-deep-pro, adjusting the login template and updating the docker-compose file. I simplified the Keycloak logout flow in ops-center to use a proper redirect_uri. The codebase is heavier, but it is more robust and unified. We have a single search backend and a clear authentication model.
Sunday was the quiet close. The thing that actually moved was the homepage. I landed the full Phase 1 UX pass in center-deep-pro. Twenty-four files, about ten thousand lines of new code, and the redesign finally feels like something people can use. It covers the homepage, the search flow, and the onboarding system end to end. The whole thing is coherent now. Landing page, search, and onboarding talk to each other. On the ops-center side, I wired in dynamic tier-based app filtering. The app list respects whatever tier a user sits on instead of just showing everything. Three repos, three commits, and each one touched a different part of the stack.
What adds up is a week where the frontend finally stopped feeling bolted on and the backend started enforcing what it should have been all along. The kernels compiled. The search engine spun. The code held together. It was a good week.
Real product captures — click any to enlarge.