This week was a study in tension. On one side, the infrastructure was finally strong enough to hold the weight of what we are building. On the other, the sheer volume of features threatened to crack the foundation. The arc of the week wasn't about discovering new territory so much as reinforcing the walls and making sure the house didn't collapse under its own ambition.
Monday started with a real problem: Parakeet would OOM on long recordings. Ten minute chunks fixed it. I split the audio into 10 minute pieces to avoid CUDA OOM, a one file change in the parakeet service that adds a chunker and lets the model process anything without blowing up memory. The number that mattered was the crash count dropping to zero. Before this, the transcription pipeline had a hard cap you hit silently. Record a 90 minute meeting and watch it fail. The chunking is simple and effective. Feed it a long file, it breaks it apart, processes each piece, then stitches the results back together. No drama.
The rest of the day was about making Parakeet the default for everyone, not just the people who knew how to flip a config flag. I wired it into the provider registry, added a model picker in the frontend panel, and added a thinking toggle for the LLM side. Six files changed. The transcription options panel now shows what you're actually using instead of a hardcoded provider name. Diarization got a four hour cap. Anything longer than that needs manual handling. I put it in the transcription options service so the validation lives next to the rest of the constraints rather than hiding somewhere in the provider code.
I wired it into the provider registry, added a model picker in the frontend panel, and added a thinking toggle for the LLM side.
Tuesday brought a quiet victory in ops-center. I spent the morning untangling the Colonel framework, which had been stubbornly insisting on a one-to-one relationship between server and instance. That constraint was a bottleneck, so I tore it down and rebuilt the backend to support multiple Colonels per server. It was a structural shift, rewriting the A2A server and websocket gateway to handle the load properly. I also fixed the Dockerfile to actually ship the backend submodules, because nothing says "production ready" like a container missing its own heart. A minor tweak to make provider info environment-overridable finished the job. It’s the kind of work you don’t see until it’s broken, and today it just works.
But the real story was in listing-ops. I pushed a massive update that fundamentally changed how we handle the financial lifecycle of a listing. This wasn’t just a patch; it was a complete overhaul of refunds, voided sales, and settlement PDFs. I added bulk relisting capabilities and polished the mobile experience to match the backend’s new maturity. The diff is loud: nearly 18,000 lines added, touching over a hundred files. It’s a heavy lift, but it’s necessary. We’re moving from a system that just lists items to one that actually manages the business of selling them. The exports, health checks, and message templates all got the same treatment. It’s a lot of code, but it’s the code that keeps the lights on and the money moving.
Meanwhile, I started the skeleton for Majiks Producer. It’s a new platform, and I needed to lay the groundwork before the ideas got too abstract. I scaffolded the Next.js app, set up the tRPC routes, and wrote the initial architecture docs. It’s clean, it’s fast, and it’s ready for the real work to start. I also did a quick sync on the majiks-relay Icecast configuration, making sure the entrypoint script matched what was actually deployed on commander. Small fixes, but they keep the signal clean.
Then there was the big migration. I performed an initial import for majiks.io, pulling in nearly 27,000 lines of code in preparation for the Stage 5 cutover from commander to the majiks-vps. This is the infrastructure that will host the site once we flip the switch. I got the Dockerfile, nginx config, and deck files ready. It’s a quiet day for this repo, but it’s the day that matters most for the next phase.
I also dropped a safety stop in majiks.studio. I removed the publisher tier from the PRICE_MAP and the UI. It was a precaution, a way to ensure we didn’t accidentally sell a tier that wasn’t ready. Better safe than sorry, especially when money is involved. In unicorn-brigade, I fixed the A2A and MCP routes to honor the BRIGADE_URL environment variable, ensuring public discovery URLs were correct.
Also today: I spent time thinking about how all these pieces fit together, realizing that the infrastructure is finally strong enough to support the product.
It was a day of building foundations and fixing leaks. The system is getting heavier, but it’s also getting stronger.
Real product captures — click any to enlarge.