Monday began with the kind of silence that only exists before code is written. I bootstrapped magic-unicorn-outreach from zero to a working backend in a single commit. The project is a FastAPI service, and I laid down the standard stack: models, routers, config, Dockerfile, the whole works. The commit landed 48,880 lines across 113 files. That number tells the real story more than any summary could. It wasn't a half-baked proof-of-concept. It was a complete backend scaffold with the routers, database layer, models, and configuration all wired together.
Writing the initial commit for a new service is weirdly specific work. You are laying down the foundation while knowing exactly where the walls will go. The .env.example is there. The .gitignore is sensible. The Dockerfile is in the right place. The CLAUDE.md has the project instructions. All of that ships on day one instead of day three. This means the next person or me on a random Tuesday will not have to reverse-engineer the setup. It was a clean slate that did not waste itself.
By Thursday, the focus shifted from building new foundations to tearing down old ones. I spent the bulk of the day wrestling with the soul of magicunicorn.tech. The site was still wearing its old skin, and it was time to shed it. I pushed a massive overhaul that redefined the entire identity, shifting the focus from a general portfolio to a dedicated technology studio. I touched 69 files, rewriting the narrative and restructuring the architecture. The line counts tell the scale of the mess: 12,513 lines added against nearly 48,448 removed. It was a total gutting.
Writing the initial commit for a new service is weirdly specific work.
I stripped out the clutter and built a cleaner, sharper foundation that reflects what the business actually does now. Alongside the heavy lifting, I restored the original catchphrases that gave the brand its voice and added a dedicated Research navigation link. The site needs to show that we think before we build, and now the menu finally admits it.
But while I was busy rebranding the studio, the infrastructure underneath was throwing a tantrum. The ops-center repo was quietly failing to authenticate users in the Human Interest tier. If they cannot log in, the dashboard is useless. The issue was a tangled web of session handling and state refreshes. I dug into the backend APIs and the frontend components that manage the dashboard and marketplace views. The fix required changes across ten files, touching everything from the core server logic to the service workers that cache the app state.
I resolved the login hang and ensured that once a user authenticated, the dashboard actually refreshed to show their data. It was a mundane but critical repair. After stabilizing the authentication layer, I had to propagate that fix through the cloud infrastructure. The ops-center submodule in the uc-cloud repo was still pointing to the old, broken version. I updated the submodule reference to pull in the authentication fixes. It was a one-line change in the services directory, but it was the bridge that connected the backend repair to the actual running environment. The day was a study in two different kinds of engineering. One was creative and structural. The other was mechanical and precise. Both were necessary.
Friday slowed down the pace but sharpened the focus. I wrote CLAUDE.md into the Magic Unicorn project and updated the README to reflect the current site architecture. CLAUDE.md is the project instructions file for AI assistants. It codifies how the project should be built and maintained so that another agent showing up tomorrow does not have to reverse-engineer the setup from scratch. One hundred sixty-two lines of directives covering structure, conventions, and the boundaries of what I want the system to do autonomously.
The README got a full rewrite too. The old version was stale, describing an architecture that no longer existed. I swapped out outdated sections for the actual structure: how the pieces fit together now, what each part does, and where to look when something breaks. A hundred thirty-six lines added, one hundred nineteen removed. Old cruft cleared out, new reality put in its place. It feels like a slow day when the only output is text files with no executable code behind it, but project instructions are code too. They just get interpreted by people and machines instead of a runtime. Getting them right matters more than the shiny feature I could have chased.
Sunday was a heavy day. I pushed through fifteen commits across four repositories, and the work felt less like maintenance and more like clearing a runway for takeoff. The outreach platform got a massive injection of capability. I landed a major expansion that added 3D visualizations, GraphRAG, and support for multiple LLM providers. That single commit touched ninety-four files and added nearly thirty-eight thousand lines of code. It feels good to see the backend evolve beyond simple chat into something that can actually map relationships.
To make sure the new models were not just guessing, I built out a rigorous benchmarking suite. I wrote scripts to test optimized prompts and ran them against Hermes model, documenting the methodology and results so we are not flying blind. The model comparison docs are now thick with data, which is exactly what you want when you are trying to prove your stack is better than the others.
The retirement leads project followed a similar arc. I rolled out Hermes 4 14B support along with CLI enrichment tools and general quality improvements. That commit touched one hundred and twenty-eight files, which is a lot of moving parts to keep stable. I updated the testing documentation to reflect the new Hermes 3 8B results, ensuring the summary tables match the actual performance numbers. It is tedious work, tracking these metrics, but it keeps the product honest. If the model gets worse, the docs will show it before the clients do.
On the ops side, I had to fix a SQL schema reference in the org access API. It was a small correction, but getting the org-centric multi-tenancy right is critical. I implemented the plan I wrote earlier, adding the org tier ID to the database and updating the frontend selector. It is one of those backend changes that does not look like much on the surface but makes the entire multi-tenant architecture actually work as intended.
Then there was the NDA AutoPilot project. This one started from scratch today. I created the initial repository structure, pulled in the call notes from Tom Kim and Melissa Croll, and mapped out the automation plan. The goal was simple: get a proposal that does not look like a text file. I built a minimal website and generated a downloadable PDF proposal. It is a small project compared to the others, but it is the first real artifact for this client. Seeing the PDF render correctly was a small win in a day defined by massive code dumps.
The week added up to three platforms moving forward and one new relationship secured. The code is heavy, but the foundation is solid.
Real product captures — click any to enlarge.