Monday started with a clear mandate: make the chat feel instant. I spent the morning in crisis-management-ops hooking the Brigade streaming pipeline to the client. Sending the final answer is easy. Making the user see tokens arrive as they are generated is a different beast. I updated the backend routes and the query router, adding 122 lines to make the interaction feel real. It is a small change in the code but it changes the entire feel of the tool.
While that was cooking, I had to wrestle the frontend stability. The EntityProvider and CaseContext were in a loop, re-fetching data endlessly and choking the browser. I fixed the useApi singleton to break the cycle and hoisted the provider above the routes in App.jsx. The Layout and AIChatPanel finally have the context they need. I also constrained the 3D graph view to the page container. It was clipping off the edges and looking sloppy. Now it stays inside its box.
The voice infrastructure in unicorn-brigade got a major upgrade. I added optional Amanuensis STT and Orator TTS providers. It is HTTP-based and flexible. I built out the factories and registry to handle these providers cleanly. That is a massive chunk of work, adding 1,207 lines across nine files. I also added Sgt. Carter Knox, a home-automation agent. He is ready to handle smart home commands. We bumped the version to 1.11.0 because the streaming-with-tools feature is finally solid.
While that was cooking, I had to wrestle the frontend stability.
Tuesday was about building the Case Brief feature in crisis-management-ops. This is the intake pipeline the Fixer needs to operate. I wrote the database migrations, set up the backend routes, and wired up the frontend pages. The feature supports surveys, dispatches, and synthesis. It is a tight loop of intake to action.
But building the feature is one thing. Making sure it is trustworthy is another. I spent a significant chunk of time on the evidence module. We needed a proper chain of custody for the files we are collecting. I implemented OpenTimestamps to anchor the evidence to the blockchain. This gives us a cryptographic proof of existence. I also built a manifest export feature so we can pull the integrity data out of the system. If we can't prove the evidence hasn't been tampered with, the whole tool is useless.
I also pushed a release to unicorn-brigade, version 1.11.1. I exposed the tool-loop exception type so we can handle errors more gracefully. It is a minor bump, but it cleans up the error handling in the ops center client. I set up GlitchTip for error tracking and added metrics for the crisis-api. Documentation is not sexy, but it is necessary. The README now explains the architecture clearly.
Wednesday was a big day. Crisis Management Ops hit version 1.0.0. I tagged the release and fixed the domain redirect so crisis.magicunicorn.dev points to the right place. It feels good to cross that line. I spent the day on the admin side, building out the per-agent model assignment UI and the Phase 1 metering. The metering records usage on every intake. I also wired up the per-case routing mode. The dashboard finally shows running states for in-progress briefs.
Project Ops got the visible polish. I swapped the old purple theme for a cleaner, pro-grade aesthetic with dark mode support. I added a transparent placeholder for the product preview so it does not look broken on load. The landing now has an inline kanban showcase and a spotlight for the AI assistant. The backend got an MCP server with six tools backed by Prisma. This lets other agents talk to Project Ops directly. I also built out the Ask Brigade assistant.
Majiks.io got the full treatment. I replaced the 3D federation graph with a SystemFlow data-flow diagram. It is interactive, clickable, and has a nice 3D perspective with glassmorphism. I wired in real brand assets. The site now has nine product pages and a proper narrative. I corrected the regulatory framing and removed some old ComfyUI claims.
Thursday was one of those days where the work kept finding new places to matter. I woke up with crisis-management-ops needing a real credit system and ended up building the whole thing. I built the ledger, the three-lane deduction, the org admin page, and the court-ready ZIP export. It is five hundred forty-five lines. The credit system alone was nine files. It felt good to ship something that actually makes the platform usable for orgs that need it.
Listing-ops was a different flavor. I scaffolded the monorepo from scratch with 67 files. Then I filled in the API, eBay client, frontend, and deploy configs. I rewrote the deploy topology so midboy1 became self-contained and bigboy got a Traefik file provider. It is a real product now instead of a scaffold.
Project-ops was the long arc. I added MCP write tools for projects, tasks, and documents. The assistant panel got theme contrast fixes. The dashboard got skeleton loaders and empty states. I also fixed cross-session memory recall which was silently broken. FalkorDB is back in the game.
Friday was about finishing touches. I closed out the list-view sort and filter toolbar in project-ops. The headline feature was the command palette. I added Cmd+K support. It is a small thing, but it changes how I navigate the app. I also bumped the list limits from 100 to 500 items. The old limit was biting us on larger projects.
I deployed Stalwart Mail to kvm2-mail. I wrote the bootstrap scripts for domains, listeners, and OIDC directory integration. I updated the runbooks for Stalwart live, flipping MX records for 26 domains. Then there was listing-ops. I wired it to bigboy's auth system. I switched the SSO provider and matched the Traefik conventions. It is all about making the deployment predictable.
Saturday was about building muscle. I pushed twenty-one commits across seven repos. The real headline was project-ops. I turned the dashboard into something that actually handles volume. I shipped bulk actions on Projects, Tasks, Contacts, Documents, and Users. That is not a minor tweak. That is a fundamental shift in how users interact with the list views. I also added saved views.
The kids' project got a visual overhaul. I pushed v0.3.0 for majiks.kids. It included the final brand identity, character art, and a full visual refresh. It was a big commit with over 2,600 lines added. The branding assets are in place. It feels like the project is finally growing up.
I got the federation pieces lined up in ops-center. I seeded the compute pipelines and fixed the service catalog UI. The peer auth issues are resolved. I also embedded the Cal.com scheduler as a modal on every call-to-action button on majiks.io. Now when someone wants to book a time, it happens right there in the flow.
Sunday was 45 commits across 7 repos. The headline was meeting-ops. I added a full speaker identification pipeline. I added a SpeechBrain ECAPA model with optional Pyannote 3.1 as a microservice. I wrote the backend API endpoints and a frontend Speakers page. The lifecycle hook identifies speakers before the meeting embeds. I also fixed the runtime bugs. Segments with inline embeddings weren't being identified correctly. The identify endpoint needed to fire from the async request handler. After rewriting transcript_diarized the flag_modified call was missing. Four fixes on
Real product captures — click any to enlarge.