44 tasks. July 31, 2026 closed at 14.9x weighted leverage across 1,253.0 human-equivalent hours in 5,032 minutes of wall-clock time. Supervisory leverage came in at 414.2x.
That is 31.3 weeks of human-equivalent throughput in 83.9 hours. The ceiling was 160.0x; the floor was 2.8x. 22 of the 44 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Quorum: name + scaffold a new fleet tool for corporate governance (board meetings, quorum, resolutions, minutes, e-signature, stock ledger); researched and selected self-hosted LiveKit track-egress for… | 40.0h | 15m | 3m | 160.0x |
| 2 | Testing | 120.0h | 70m | 3m | 102.9x |
| 3 | Documentation | 28.0h | 32m | 6m | 52.5x |
| 4 | Deployment | 38.0h | 48m | 3m | 48.0x |
| 5 | Coding | 30.0h | 40m | 1m | 45.0x |
| 6 | Deployment | 32.0h | 55m | 7m | 34.9x |
| 7 | AVIAN documentation consolidation comprehensive plan (census + plan doc) | 8.0h | 14m | 5m | 34.3x |
| 8 | Deployment | 52.0h | 95m | 4m | 32.8x |
| 9 | Deployment | 46.0h | 90m | 2m | 30.7x |
| 10 | avian-app-web: nav chrome root-cause fixes (undefined DS layout tokens), avatar->profile link + design-system 0.4.4 publish, page padding sweep, prod bug-reporter allowlist, single-domain product nav/docs… | 26.0h | 51m | 7m | 30.6x |
| 11 | Deployment | 34.0h | 80m | 2m | 25.5x |
| 12 | Infrastructure | 22.0h | 55m | 1m | 24.0x |
| 13 | Documentation | 18.0h | 46m | 4m | 23.5x |
| 14 | Design and frontend | 28.0h | 75m | 5m | 22.4x |
| 15 | Coding | 26.0h | 70m | 6m | 22.3x |
| 16 | Phase 1b generation contract: prompt quality contract (both MCQ prompts), generator_model attribution (questions+lessons), mercury MCQ bar, lazy multi-provider escalation ladder (terra→grok→sol) + 12 tests +… | 12.0h | 35m | 1m | 20.6x |
| 17 | Remediate all 8 accessibility audit findings in avian-app-web: 2 design-system releases (modal accessible-name + Avatar role), new authenticated axe sweep (18 routes) that caught a serious latent defect,… | 80.0h | 240m | 3m | 20.0x |
| 18 | Audit and review | 22.0h | 72m | 4m | 18.3x |
| 19 | Documentation | 16.0h | 55m | 2m | 17.5x |
| 20 | Deployment | 20.0h | 78m | 8m | 15.4x |
| 21 | Root-caused + fixed 33 unloadable [pipeline stage] (760 orphaned nodes): diagnosed stale materialization not missing embeddings, flipped the WP2 packages/ gate with regression tests, 2 materialize passes to… | 24.0h | 95m | 5m | 15.2x |
| 22 | Wire [engine subsystem] worker daemon onto models.yaml registry (category/content-type routing + key_env-first credentials + mercury amplifier flip + tests + fleet restart) | 12.0h | 50m | 3m | 14.4x |
| 23 | Staging defect batch: 15 reported issues across avian-engine/avian-api/avian-app-web + 2 shared libs — root-caused, fixed with regression tests, published libs, deployed and verified on staging | 40.0h | 178m | 6m | 13.5x |
| 24 | Deployment | 160.0h | 732m | 12m | 13.1x |
| 25 | Testing | 4.0h | 19m | 2m | 12.6x |
| 26 | Content production | 64.0h | 310m | 5m | 12.4x |
| 27 | Handoff block P1-P3: parity-check root-cause fix (id-list vs vector rows) + incident regression tests + COMPLETE contract; f675fc77 store-safe manifest projection; pointer-lag investigation (410/412, median… | 20.0h | 105m | 3m | 11.4x |
| 28 | Phase 2 block: client-wedge root cause + never-wired llm_hard_call_timeout_s + client.py 85→95% wedge-guard battery; reindex exit-139 root-caused (faiss/torch dup libomp, both orders reproduced) +… | 22.0h | 120m | 1m | 11.0x |
| 29 | Prod content-DB cutover + deterministic receipted release: restore content_r4 to prod RDS + content contract system + 5 release-script fixes + verify-only auditor + verdaccio-only lockfile migration +… | 28.0h | 155m | 12m | 10.8x |
| 30 | Audit and review | 14.0h | 80m | 3m | 10.5x |
| 31 | Phase 3 block: llm_content_pool_size knob; #17 caching/batching audit (agent-swept 39 files) + 2 cache-violation fixes + speed-program blueprint card; [engine subsystem] MCP admin-key confirmed; registry… | 8.0h | 50m | 0m | 9.6x |
| 32 | Purge fixture-wp6-smoke registry row (90 rows across 7 tables) + canonical-UUID domain-id guard + regression tests | 4.0h | 25m | 1m | 9.6x |
| 33 | Deployment | 14.0h | 95m | 5m | 8.8x |
| 34 | Prod outage: app.accelastudy.ai was serving a staging-mode bundle (login broken 5 days) — root-caused, fixed CSP, cherry-pick-promoted the defect batch to prod, fixed 2 prod-release.sh defects, deployed and… | 7.0h | 48m | 3m | 8.8x |
| 35 | Deployment | 30.0h | 213m | 4m | 8.5x |
| 36 | Provision classroom prod (ungated) + hyphenated staging from scratch; build/deploy both; capture hero; fix capture script DNS and load-wait bugs | 4.0h | 32m | 2m | 7.5x |
| 37 | classroom.app host + banner overlap/light-mode fixes + timeline 422; caught and restored a prod API outage (desiredCount=0) via the new deploy smoke; reverse-merged main->staging across 7 repos | 9.0h | 72m | 4m | 7.5x |
| 38 | Deployment | 6.0h | 50m | 2m | 7.2x |
| 39 | Content production | 5.0h | 42m | 4m | 7.1x |
| 40 | Infrastructure | 8.0h | 75m | 3m | 6.4x |
| 41 | Benchmark fail-open forensics + fail-closed guards (checks-lib/[engine subsystem]) + Temporal ceiling fix + 5 model registrations + 4-set Luna campaign rerun + comparison | 16.0h | 155m | 3m | 6.2x |
| 42 | Promoted US Citizenship to live and shipped it to production: [engine subsystem] registry promote (admin REST, MCP operator key 403s), spec+manifest status flip preserving the immutable store, surgical… | 4.0h | 40m | 2m | 6.0x |
| 43 | US Citizenship package to CANDIDATE: corpus surgery (7-goal [engine subsystem] via synthetic checkpoint) + 78/78 lessons via escalation ladder + question regen/reanchor + pair [engine subsystem] + scenarios +… | 40.0h | 720m | 15m | 3.3x |
| 44 | Infrastructure | 12.0h | 255m | 4m | 2.8x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 44 |
| Total human-equivalent hours | 1,253.0 |
| Total Claude minutes | 5,032 |
| Total supervisory minutes | 182 |
| Total tokens | 25,139,000 |
| Weighted average leverage factor | 14.9x |
| Weighted average supervisory leverage factor | 414.2x |
| Human-equivalent weeks | 31.3 |
Analysis
The highest factor of the day came in at 160.0x and the lowest at 2.8x, a spread of 56.7 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 1,253.0 human-equivalent hours, or 3 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 182 minutes against 5,032 minutes of execution, a ratio of about 1 to 28. Supervisory leverage of 414.2x 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.