133 Days, One Operator (Part 1 of 6)
One operator, 133 days, the engineering output a normal team measures in years — and a promise to show the receipts, caveats included.
Series: Solo + AI Delivery Efficiency — Part 1 of 6.
133 days. One operator.
The engineering output a normal team measures in years.
I run Unityzm — a sovereign digital infrastructure platform for Zambia: 38 domains spanning identity, wallets, a central-bank rail, tax, the regulator, logistics, commerce and an AI agent layer. Built solo.
In February I was shipping at a normal human pace. By June, working with Claude on a flat Max 5x plan plus a proper workflow, delivery efficiency hit roughly 8× the baseline — and it's still climbing toward ~9–10× as the regime stabilises.
Same person. Same codebase. The multiplier is pure tooling and process — no team-size confound to hide behind.
Over the next few posts I'm going to break this down with the actual numbers from my own git history — and cross-check them against the independent research, including the studies that complicate the story. The good, and the honest caveats.
Because "8×" is easy to say and easy to inflate. I'd rather show the receipts.