52 tasks. March 22, 2026 closed at 52.0x weighted leverage across 618.0 human-equivalent hours in 713 minutes of wall-clock time. Supervisory leverage came in at 191.1x.
That is 15.4 weeks of human-equivalent throughput in 11.9 hours. The ceiling was 200.0x; the floor was 6.9x. 47 of the 52 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Coding | 40.0h | 12m | 3m | 200.0x |
| 2 | SAML 2.0 SP bridge for auth-service enterprise SSO | 24.0h | 12m | 5m | 120.0x |
| 3 | Implement 34 CAN_BUILD_NOW [ip] claims across Apps G/I/J/K/N/O with 25 unit tests | 40.0h | 20m | 5m | 120.0x |
| 4 | Implement exam question types + multi-section + adaptive testing across 3 repos | 40.0h | 22m | 5m | 109.1x |
| 5 | Client parity + OIDC [unreleased product]/enterprise + exam format overhaul (5 question types + sections + adaptive) | 60.0h | 35m | 5m | 102.9x |
| 6 | Coding | 40.0h | 25m | 5m | 96.0x |
| 7 | Implement 30 CAN_BUILD_NOW [ip] claims across Apps A-F with 48 tests | 40.0h | 25m | 5m | 96.0x |
| 8 | Generate exam_tips.json for 72 certification exams | 8.0h | 6m | 3m | 80.0x |
| 9 | EventBridge scheduler implementation + SAML 2.0 bridge | 40.0h | 30m | 5m | 80.0x |
| 10 | Implement 24 App M [ip] claims for cross-domain intelligence engine (equivalence/planning/health + 5 file mods + tests) | 16.0h | 12m | 5m | 80.0x |
| 11 | Implement 22 App H [ip] claims for activity [content generation] (CDV/suppression/registry/session mode/synthesizer extensions/telemetry chain + tests) | 16.0h | 12m | 3m | 80.0x |
| 12 | Write launch execution plan document (14) — 3-week sprint + launch week day-by-day + content calendar + PH listing + Reddit drafts | 16.0h | 15m | 5m | 64.0x |
| 13 | Full ecosystem launch readiness audit (4 parallel agents across engine/clients/services/tools/docs) | 16.0h | 15m | 5m | 64.0x |
| 14 | Write 69 comprehensive unit tests for interaction subsystem (telemetry/fusion/activity/sequencing/scoring/suppression) | 8.0h | 8m | 3m | 60.0x |
| 15 | Comprehensive unit tests for AVIAN API subsystem (104 tests covering all REST endpoints) | 16.0h | 18m | 5m | 53.3x |
| 16 | Implement EventBridge notification scheduler (targeting service + execute endpoint + eventbridge service + lambda + migration + seed schedules + seed templates + deprecate old engine) | 16.0h | 18m | 5m | 53.3x |
| 17 | Write 116 unit tests for [ip-cluster] subsystem (controller + question bank) | 16.0h | 20m | 5m | 48.0x |
| 18 | Social login backend (Apple/Google/Facebook) + lab JSON serving | 12.0h | 15m | 3m | 48.0x |
| 19 | Execute portfolio resequencing A-O by data flow (15 dirs + 15 specs + 119 diagrams + all docs) | 24.0h | 35m | 5m | 41.1x |
| 20 | Client feature parity: Electron catalog + iOS cross-domain/micro-challenge/activity-credit/terminology | 12.0h | 18m | 5m | 40.0x |
| 21 | Implement Twilio SMS APNs FCM push adapters for notification-service | 10.0h | 18m | 5m | 33.3x |
| 22 | Write unit tests for viz/strategy/operations subsystems (105 tests) | 8.0h | 15m | 5m | 32.0x |
| 23 | Create gen-portfolio.sh complete [ip] portfolio document generator (714 pages) | 8.0h | 15m | 3m | 32.0x |
| 24 | Integrate @avian/auth-client OIDC into avian-[unreleased product]-web and avian-enterprise-web | 6.0h | 12m | 3m | 30.0x |
| 25 | Coding | 4.0h | 8m | 3m | 30.0x |
| 26 | Fix [ip] portfolio letter-to-title mappings across 6 supporting documents after resequencing | 4.0h | 8m | 3m | 30.0x |
| 27 | Content profile and manifest system for AVIAN domain packages | 8.0h | 18m | 5m | 26.7x |
| 28 | Reorganize 845 domain specs into 9 grouped specs/ categories with git mv | 2.0h | 5m | 3m | 24.0x |
| 29 | Generate Domain Status Report and Roadmap for avian-domains | 6.0h | 15m | 3m | 24.0x |
| 30 | Update Testing Strategy doc with App H and App O sections | 3.0h | 8m | 3m | 22.5x |
| 31 | Fix cross-reference gaps in 7 architecture docs - subsystem counts and [ip] coverage | 3.0h | 8m | 5m | 22.5x |
| 32 | Fix 9 cross-reference gaps between [ip] portfolio and architecture docs (System_Architecture/Application_Interface/ML_Inference_Layer/Data_Model) | 3.0h | 8m | 3m | 22.5x |
| 33 | Reorder [ip] cluster descriptions and coverage matrix to follow data flow | 3.0h | 8m | 3m | 22.5x |
| 34 | Sync CLAUDE.md/AGENTS.md checklist + FAQ Q26 Origin re-[content generation] | 3.0h | 8m | 3m | 22.5x |
| 35 | Comprehensive consistency analysis of The Deferral novel - 98 checks across 8 categories | 4.0h | 12m | 3m | 20.0x |
| 36 | Add free_tier field to 67 domain specs and reorganize Free/ into 12 vendor directories | 2.0h | 6m | 3m | 20.0x |
| 37 | Documentation | 4.0h | 12m | 3m | 20.0x |
| 38 | Create Platform Architecture Tiers standalone document | 2.0h | 6m | 3m | 20.0x |
| 39 | Update Domain Specification Guide v2.0 — corrected perturbation operators/edge types/validation/[engine subsystem]/convergence to match engine implementation; added exam_metadata/free_tier/lessons/question… | 8.0h | 25m | 5m | 19.2x |
| 40 | Debugging | 8.0h | 25m | 5m | 19.2x |
| 41 | Create batch [content generation] script for 6 coding domain specs | 1.5h | 6m | 3m | 15.0x |
| 42 | Sync 142 domain packages from avian-engine to avian-domains (15 new + 2 uncommitted + 2 updated) | 1.0h | 4m | 2m | 15.0x |
| 43 | Add free_tier boolean to domain spec data model (6 files) | 1.0h | 4m | 2m | 15.0x |
| 44 | Move and rename 3 docs (IELTS plan to avian-architecture + domain roadmap to avian-domains + inventory to docs/) + update READMEs | 1.0h | 4m | 2m | 15.0x |
| 45 | Fix avian-auth-client build (ajv@8 peer dep) + avian-activities-react build (@avian/ui type declarations) | 2.0h | 8m | 3m | 15.0x |
| 46 | Resequence internal references across 15 CIP [ip] applications (119 diagram headers + 4 spec cross-references + 6 amendment references) | 3.0h | 12m | 3m | 15.0x |
| 47 | Move .generated/ folder to repo root and update all scripts/docs | 1.0h | 4m | 2m | 15.0x |
| 48 | Remove ADS Related Application section + fix remaining stale refs | 1.0h | 4m | 2m | 15.0x |
| 49 | Coding | 1.5h | 8m | 3m | 11.2x |
| 50 | Coding | 1.5h | 8m | 3m | 11.2x |
| 51 | Update ecosystem_inventory.md [ip] portfolio section | 0.5h | 3m | 2m | 10.0x |
| 52 | [ip] portfolio resequencing - update all supporting documents for new letter-to-title mapping | 4.0h | 35m | 5m | 6.9x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 52 |
| Total human-equivalent hours | 618.0 |
| Total Claude minutes | 713 |
| Total supervisory minutes | 194 |
| Total tokens | 4,533,000 |
| Weighted average leverage factor | 52.0x |
| Weighted average supervisory leverage factor | 191.1x |
| Human-equivalent weeks | 15.4 |
Analysis
The highest factor of the day came in at 200.0x and the lowest at 6.9x, a spread of 29.2 times between the two. That is a wide range for a single day, and it usually means the day mixed mechanical work with work that needed real judgement.
The largest single entry accounted for 40.0 of the 618.0 human-equivalent hours, or 6 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 194 minutes against 713 minutes of execution, a ratio of about 1 to 4. Supervisory leverage of 191.1x is the figure I find most honest, because it measures the hours I actually spent rather than the hours a machine spent on my behalf.
Every figure here is recorded at the time the work is done rather than reconstructed afterwards. The human estimate is my own judgement and carries the uncertainty that implies; the minutes and tokens are measured. The full dataset, including this day, is available for download.