13 tasks. June 30, 2026 closed at 15.0x weighted leverage across 204.0 human-equivalent hours in 816 minutes of wall-clock time. Supervisory leverage came in at 170.0x.
That is 5.1 weeks of human-equivalent throughput in 13.6 hours. The ceiling was 39.8x; the floor was 4.1x. 10 of the 13 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Full AVIAN deployment-readiness audit (71 repos, content excluded) via 16 parallel agents + central security pass; consolidated findings report; remediated 19 repos incl. backend str(exc)/assert security… | 96.0h | 145m | 3m | 39.8x |
| 2 | Audit and review | 3.0h | 6m | 3m | 30.0x |
| 3 | The Deferral: fix nine prose continuity issues (timeline seasons, ghost-port geometry, report deadline, Marcus medevac, Ada surveillance, Ch22 location, HERA/VERA attribution, Doppelbot connectivity, doc… | 11.0h | 30m | 4m | 22.0x |
| 4 | Security hygiene edits to avian-api: sanitize error details + replace asserts | 5.0h | 14m | 3m | 21.4x |
| 5 | Leverage post backfill: reconciled the week's metrics-tracker records (removed 1 within-CSV duplicate, 06-23..06-30 all in sync), then generated 6 sanitized daily leverage blog posts (40 tasks via 2-agent… | 5.0h | 22m | 1m | 13.6x |
| 6 | Content production | 24.0h | 120m | 12m | 12.0x |
| 7 | The Deferral continuity pass 2 + adversarial sweep: reconcile Sloane/VERA/HERA bait chain across 8 files, fix report-date weekday, Epilogue dating, 91,247 payoff, Sloane debt, HERA age; multi-agent sweep;… | 8.0h | 40m | 6m | 12.0x |
| 8 | Fix 4 HIGH spec-audit findings (goal_id dedup x2, Salesforce UUID across 15 files/9 repos, VMware description) + non-cert exam_code exemption; consolidate 11 repos to staging (merge a11y branches, resolve… | 7.0h | 40m | 4m | 10.5x |
| 9 | Add Phase 0.5 branch-hygiene rule to readiness audit (check-branches.sh + doc) + fleet-wide staging consolidation: 16 of 25 stray-a11y repos merged+pushed+pruned (conflict resolution, build-artifact stashing,… | 10.0h | 60m | 5m | 10.0x |
| 10 | Security hygiene fixes for avian-api: static error details + assert replacements + regression tests | 3.0h | 20m | 5m | 9.0x |
| 11 | Triage+fix AVIAN readiness audit: 5 repos test/build failures (npm deps, TS types, uv venv pytest, free-tier adjacency cluster, auth-service real-HTTP test hang), isolate-pushed to staging across 6 repos;… | 12.0h | 110m | 8m | 6.5x |
| 12 | Root-cause + fix deep [content generation]-pipeline validation deadlock (kernel SO_RCVTIMEO socket-options + bounded deadline threads on OpenAI client path; thread/fd-leak under wedged TLS reads) + IBM spec… | 18.0h | 180m | 15m | 6.0x |
| 13 | avian-engine deployment-readiness audit 2026-06-30 | 2.0h | 29m | 3m | 4.1x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 13 |
| Total human-equivalent hours | 204.0 |
| Total Claude minutes | 816 |
| Total supervisory minutes | 72 |
| Total tokens | 5,841,396 |
| Weighted average leverage factor | 15.0x |
| Weighted average supervisory leverage factor | 170.0x |
| Human-equivalent weeks | 5.1 |
Analysis
The highest factor of the day came in at 39.8x and the lowest at 4.1x, a spread of 9.6 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 96.0 of the 204.0 human-equivalent hours, or 47 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 72 minutes against 816 minutes of execution, a ratio of about 1 to 11. Supervisory leverage of 170.0x 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.