46 tasks. March 5, 2026 closed at 161.4x weighted leverage across 3,019.0 human-equivalent hours in 1,122 minutes of wall-clock time. Supervisory leverage came in at 640.1x.
That is 75.5 weeks of human-equivalent throughput in 18.7 hours. The ceiling was 750.0x; the floor was 7.2x. 40 of the 46 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Domain specification creation: ~487 specs across 13+ vendors (IBM/Oracle/SAP/Salesforce/VMware/EC-Council/GIAC/etc) | 1500.0h | 120m | 20m | 750.0x |
| 2 | Oracle domain specs continuation: 62 new specs (ERP/HCM/SCM/CX/EPM/NetSuite/Utilities/Analytics/APEX/P6/OPA) + cleanup of duplicates. Total 81 Oracle specs all passing validation. | 120.0h | 35m | 12m | 205.7x |
| 3 | Conversational Assistant (Subsystem 24) — full stack implementation across engine + 2 clients + ref arch | 120.0h | 35m | 12m | 205.7x |
| 4 | Mandatory multi-method MFA (TOTP+email+SMS) for auth-service | 16.0h | 5m | 5m | 192.0x |
| 5 | issue-tracking FastAPI backend (56 files: models/schemas/services/routes/websocket/auth/alembic/docker) | 24.0h | 8m | 5m | 180.0x |
| 6 | avian-demo-ios gap analysis implementation (11 gaps across 7 phases - calibration quiz + session config modal + adaptation log + knowledge map + course lessons + exam API + progress bars + quick wins) | 120.0h | 45m | 12m | 160.0x |
| 7 | VMware domain specs (53 exams: 6 VCTA + 15 VCP + 10 VCAP + 18 Specialist + 4 ANS) with framework and generators | 120.0h | 45m | 12m | 160.0x |
| 8 | Admin Console 8 service views + MCP server (96 tools) | 120.0h | 45m | 12m | 160.0x |
| 9 | Generate 32 EC-Council domain specifications with validation | 64.0h | 25m | 8m | 153.6x |
| 10 | Create 5 FinOps Foundation domain specification JSON files (FOCP FOCE FOCUS FOCPRO AI) | 40.0h | 16m | 8m | 150.0x |
| 11 | Generate 23 Salesforce domain specs + fix 4 existing | 80.0h | 35m | 8m | 137.1x |
| 12 | Draft business plan + marketing plan + valuation/funding + pitch deck for AccelaStudy AI | 80.0h | 35m | 8m | 137.1x |
| 13 | Resume upload modal + calibration enhancements (15 files: engine endpoint + demo + electron) | 16.0h | 7m | 5m | 137.1x |
| 14 | Build full issue-tracking app (121 files FastAPI+React kanban board) | 40.0h | 21m | 8m | 114.3x |
| 15 | Create 31 Salesforce/Tableau domain spec JSON files with validation | 80.0h | 45m | 8m | 106.7x |
| 16 | Create issue-tracking repo with requirements and design docs | 8.0h | 5m | 4m | 96.0x |
| 17 | Generate 25 IBM domain specification JSONs (18 new + 5 expanded + label/cycle fixes) | 40.0h | 25m | 8m | 96.0x |
| 18 | Salesforce domain specs (58 specs 60-80 leaves each validated seed chains) | 32.0h | 20m | 5m | 96.0x |
| 19 | Skyline: costs/compliance/org-scan/resource-types/nav - 14 new files 9 modified | 40.0h | 25m | 8m | 96.0x |
| 20 | Create 7 AP domain specification JSON files (Physics 2/C-Mech/C-EM/CSP/Precalc/Art History/Music Theory) | 40.0h | 25m | 8m | 96.0x |
| 21 | avian-demo README + requirements doc + design doc | 12.0h | 8m | 4m | 90.0x |
| 22 | Create 26 Oracle domain specification JSON files with validation and seed chain fixes | 40.0h | 30m | 8m | 80.0x |
| 23 | Skyline reports/automations/seed/tests system | 16.0h | 12m | 5m | 80.0x |
| 24 | Create avian-admin and issue-tracking repos (21-file admin dashboard + comprehensive design docs) | 16.0h | 13m | 5m | 73.8x |
| 25 | Create 6 AP domain specification JSON files (ELang/ELit/HGeo/Micro/CompGov/AAS) | 24.0h | 20m | 5m | 72.0x |
| 26 | Comprehensive exam market analysis document for AccelaStudy AI planning | 8.0h | 8m | 4m | 60.0x |
| 27 | Create avian-admin repo (21 files React/Vite admin dashboard) | 8.0h | 8m | 4m | 60.0x |
| 28 | Create 9 Scrum Alliance domain specs (CAL1 CAL2 CAF CASP CTC CEC CAC CST CSAT) | 24.0h | 25m | 5m | 57.6x |
| 29 | Bug report button + issue tracker enhancements + MCP server | 24.0h | 35m | 5m | 41.1x |
| 30 | Documentation | 24.0h | 35m | 5m | 41.1x |
| 31 | Implement ChatPanel in avian-electron for feature parity with avian-demo | 8.0h | 12m | 4m | 40.0x |
| 32 | Fix drafting issues across 11 [ip] apps (present invention + absolute language + undefined vars + over-narrowing) | 16.0h | 25m | 5m | 38.4x |
| 33 | Voice interaction / hands-free mode for avian-demo-ios (3 new files + 10 modified files) | 16.0h | 25m | 5m | 38.4x |
| 34 | Replace toasts with react-hot-toast + standardize charting + create style guide + retrofit design across nimbus/kipp/skyline | 16.0h | 25m | 5m | 38.4x |
| 35 | Fix final 7 Salesforce specs + UUID canonicalization + duplicate cleanup for 58 total specs | 4.0h | 8m | 3m | 30.0x |
| 36 | Fix 9 IBM domain specs (add leaves to 60) + fix verb/word issues in 11 pre-existing specs | 4.0h | 8m | 3m | 30.0x |
| 37 | KIPP tool chain extension - add_stack_configuration + get_configuration_details + KIPP endpoint + system prompt + sidebar/cache/model fixes | 16.0h | 32m | 5m | 30.0x |
| 38 | Create 3 AVIAN domain spec JSON files (SPHRi + 2 SAP) | 8.0h | 18m | 4m | 26.7x |
| 39 | beautiful-mermaid alignSiblingGroups double-shift fix + dogleg clearance extension + 4 new tests | 8.0h | 19m | 4m | 25.3x |
| 40 | Salesforce domain specs continuation - created 2 missing specs (OmniStudio/Industries CPQ) fixed 2 uniform trees and 3 seed chains | 4.0h | 12m | 3m | 20.0x |
| 41 | Domain spec leaf expansion and validation for 6 ScrumAlliance specs (CTC CEC CAC CASP CST CSAT) | 4.0h | 12m | 3m | 20.0x |
| 42 | KIPP RAG Manager Milvus vector integration - implementation + verification | 4.0h | 15m | 3m | 16.0x |
| 43 | Fix qpdf structural warnings - add Ghostscript re-distill to gen-cip.sh + regenerate all 11 CIP PDFs | 3.0h | 12m | 2m | 15.0x |
| 44 | Meta domain specs leaf expansion and validation fix (4 specs from 55-58 to 62 leaves plus verb fix) | 2.0h | 8m | 2m | 15.0x |
| 45 | Update filing date to March 5 2026 across gen-cip.sh + gen-pdf.sh + regenerate all 44 PDFs (11 CIP + 33 branded) | 4.0h | 25m | 3m | 9.6x |
| 46 | KIPP clear chat button + ASCII diagram tool (6 files across 2 repos) + MCP global config + Skyline client path fix + AWS profile fix | 6.0h | 50m | 3m | 7.2x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 46 |
| Total human-equivalent hours | 3,019.0 |
| Total Claude minutes | 1,122 |
| Total supervisory minutes | 283 |
| Total tokens | 6,914,500 |
| Weighted average leverage factor | 161.4x |
| Weighted average supervisory leverage factor | 640.1x |
| Human-equivalent weeks | 75.5 |
Analysis
The highest factor of the day came in at 750.0x and the lowest at 7.2x, a spread of 104.2 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 1,500.0 of the 3,019.0 human-equivalent hours, or 50 percent of the day. One task carrying that much of the total is worth noting; the average is doing less work than it appears to.
Supervisory time was 283 minutes against 1,122 minutes of execution, a ratio of about 1 to 4. Supervisory leverage of 640.1x 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.