Week 2026-W19 started with a singular mission: make ops-center look and act like it belongs to us, not some generic template. Monday was about branding and federation. I rewired the PublicLanding dashboard so the runtime branding from deploy/commander actually stuck. Twelve files changed just to get the login flow to respect tenant colors and the sidebar to read the right hues. It sounds small, but it is the difference between a tool and a product.
The real work, though, was tying the tier-1 inference gateway into uchub-litellm via the API. I rewrote the UI for hardware and LLM management to reflect the new federation-driven state. That litellm_config_sync.py file took a beating. I swapped out over two thousand lines of old admin UI for something that actually talks to the backend correctly. I also wrapped the /topology endpoint in a strict federation check because leaving it open was just asking for trouble. By Friday, ops-center was no longer a patchwork of backports. It was a unified dashboard that loaded without crashing.
Thursday was heavy. I pushed 44 commits across five repos. The headline was VibeVoice. The NeMo Parakeet ASR was segfaulting on Python 3.11.0rc1, so I pinned Python 3.10. The Hugging Face model ID was wrong. I backported the fix, wired up the fallback services, and finally got a long-form multi-speaker TTS microservice that actually works. I added the voices listing, the listen-to-summary buttons, and the podcast generation endpoints. The frontend got the STT engine badge, and the provider registry finally routes everything correctly. It was dependency hell, but I got it sorted.
The real work, though, was tying the tier-1 inference gateway into uchub-litellm via the API.
On the ops-center side, the dashboard was failing fast on timeouts. I backported the fix for the fetch timeouts and wired up the fallback services, so the page stops spinning when the upstream is slow. I also added the federation upstream IdP for login. The Colonel logo and name show up now. It is branding, but it matters. The listing-ops repo got a massive overhaul. I added a dashboard view, split the listings navigation, and built out the activity feed and settings page. I also added the comp-backed pricing research, which involved a lot of model changes and schema updates. The chat persistence is solid now, with auto-save and the ability to switch sessions. I also added the comp-backed pricing research, which involved a lot of model changes and schema updates. The listing workflow finally feels complete.
Wednesday was about demolition. I stripped out the unified_llm_service in uc-meeting-ops. The old code was a tangled mess of silent fallbacks that made debugging a nightmare. Now, the routing is strict. If a provider fails, it fails loudly. No more guessing which LLM backend handled your request. I refactored the unified_agent_service and the always_on_recorder to route through the registry. I killed the legacy meeting notes and GemmaService entirely, deleting nearly 2,900 lines of dead code. It feels good to delete 3,000 lines of code that nobody was using. I also gated the legacy NPU paths behind a DISABLE_LOCAL_AUDIO flag, which keeps the cloud build clean from local hardware dependencies. The code is leaner, the logs are clearer, and the legacy baggage is finally in the trash where it belongs.
Thursday arrived with a different rhythm. I spent most of the day untangling the upload pipeline in meeting ops and pushing the project federation layer into production. I rewrote the attach-to-existing logic to handle chunks properly and killed the legacy audio upload endpoint. That deletion of 352 lines felt like a small victory. It removed a lot of dead weight that had been accumulating since the early days. I also added per-org tier quotas with structured rejection payloads. If someone hits their limit, they get a clear error message instead of a cryptic failure. It makes the system feel less like a black box and more like a tool that respects the user.
I pushed the project ops federation primitive into production. This required a real proxy via realm JWT pass-through. The frontend had to change to use same-origin API calls, which meant updating the Dockerfile and accepting the VITE_API_URL build argument. It was a bit of a dance across the backend and frontend, but the result is a cleaner integration. The session creator and upload tray now talk to the right services without leaking secrets or crossing domain boundaries. I also tackled the async TTS render queue with WebSocket progress. The backend now queues the TTS jobs and streams progress back to the frontend. It makes the waiting feel instant.
Friday was about finishing things. I pushed the listing-ops suite to version 1.0. It was a solid 6,418 lines of new code with 106 to remove. It covers the whole spread: orders, offers, messages, shipping, and RBAC. I spent the morning tying up the API endpoints and the scheduler so the thing actually runs. A version 1.0 means the core plumbing is there. I can stop worrying about the foundation and start worrying about the house. I also got the transcription pipeline working properly. I added a new database migration for the transcription options and wired up the UI so the SessionCreator and Settings pages could show and save those preferences. I fixed a routing issue where the STT registry routes to whisper.cpp on :8178. That was a dumb bug, but it kept breaking the speech-to-text flow. I also made sure the registry honors per-org Parakeet selection. If you have a specific provider preference, it should respect it.
Saturday was quiet. One commit. One repo. I preserved the Turing and Pascal GPU optimizations in ace-step-1.5. It sounds like a technical footnote, but it is actually a shield. Without it, we lose performance on older hardware. I changed 163 lines and removed 45. The ratio suggests I was cleaning up as much as I was adding. The optimizations are preserved. The pipeline is stable.
This week was not about flashy new features. It was about cutting the fat and shipping the core. I deleted nearly 2,900 lines of dead code, pinned a broken Python version, and wired up federation so the system actually makes sense. The listing suite is out. The transcription options are wired. The federation schema is in place. The hard parts are done. Now we just need to see if it all holds together under load.
Real product captures — click any to enlarge.