Leverage Record: March 17, 2026

Fifty-one tasks across two major workstreams: product engineering and a novel manuscript revision. The engineering side built an admin command center from scratch, stood up a notification service, implemented OIDC auth across three platforms, and continued generating domain specifications and lab definitions at scale. The novel side took a 92K-word manuscript through multiple structural revision passes down to 68K words, then produced a full screenplay adaptation. Happy St. Patrick's Day.

Task Log

Aggregate Stats

By Workstream

Analysis

The admin command center at 205.7x is the day's standout. 109 files, nearly 13,000 lines of code, 10 dashboards, 8 chart components, 13 shared UI components, WebSocket real-time data, a sound system, and full routing. Delivered in 35 minutes. A front-end team would spend three weeks on that, and they would still be arguing about the state management pattern.

The novel work produced the more interesting leverage story. Taking a manuscript from 80K to 68K words through four successive revision passes (structural cuts, character deepening, voice calibration, final balancing) averaged 94.3x leverage. Each pass required reading the entire manuscript, understanding character arcs and thematic threads, then making dozens of targeted edits that preserved continuity. The 5-pass revision at 160x and the structural friction pass at 160x were the heaviest lifts. A developmental editor would spend a month on that scope of work.

The screenplay adaptation at 106.7x is a new category entirely. Converting a 33-chapter novel into a 6-episode limited series with cast recommendations required understanding the source material deeply enough to restructure it for a different medium. Forty-five minutes versus two weeks of a screenwriter's time.

The notification service went from nothing to a fully functional FastAPI application with 56 files, 7 database tables, 20 email templates, a webhook system, a scheduler, and full test coverage. Two tasks, 52 minutes total, 120x leverage on each. OIDC auth was integrated across web, electron, and iOS in under an hour combined: three platforms, three different auth patterns (browser redirect, custom protocol with secure storage, native ASWebAuthenticationSession with PKCE).

Domain spec and lab generation continued to be the factory floor: 96 labs across 15 domains, 33 domain specs with over 1,200 leaf goals, and taxonomy mappings added to 1,053 existing lab files. These are the tasks where AI leverage is at its most mechanical and its most absurd. A curriculum developer writing 96 lab definitions would need three weeks. The AI needed 45 minutes.

The supervisory leverage of 325.3x means that for every minute I spent writing prompts, I received 5.4 hours of human-equivalent output. Three and a half hours of my time on a Tuesday produced over seven months of full-time engineering and editorial work.