22 tasks. June 5, 2026 closed at 29.1x weighted leverage across 347.2 human-equivalent hours in 717 minutes of wall-clock time. Supervisory leverage came in at 281.5x.
That is 8.7 weeks of human-equivalent throughput in 11.9 hours. The ceiling was 81.8x; the floor was 1.5x. 21 of the 22 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Engine lint+type overhaul: ruff 3106->0 + mypy --strict 2097->1 (22-agent typing pass + config overrides) + per-error-code lint ratchet & CI wiring + test-profile boot-skip + hnswlib; adversarial review… | 150.0h | 110m | 6m | 81.8x |
| 2 | Brand consolidation across [ip] portfolio: strip product brands from 8 CIP specs (brand-free, matching filed A-Y) and refresh ~40 supporting docs (add GG, fix counts/paths/footers, consolidate retired per-app… | 20.0h | 30m | 2m | 40.0x |
| 3 | Tier-3 cross-repo [ip] remediation Wave 5 — wire dormant validate_bundle onto production _run_atoms path with default-off rejection-enforcement flag; CC-6 cycle detector; CC-11 configurable coverage fraction;… | 18.0h | 32m | 2m | 33.8x |
| 4 | Audit avian-engine unit tests (234 files, ~114k LOC): heuristic AST scan + 12 parallel review agents; removed ~146 zero-value tests and rewrote 13 tautological/weak assertions across ~40 files; full unit… | 20.0h | 40m | 3m | 30.0x |
| 5 | Testing | 7.0h | 15m | 2m | 28.0x |
| 6 | Tier-3 cross-repo [ip] remediation phase-1 orchestration — recon across 3 repos; CC schema (CC-5/17/21) + D staleness (composition + dormant-method wiring) waves; disentangle and bank entangled WIP;… | 38.0h | 100m | 6m | 22.8x |
| 7 | Portfolio-wide domain-neutrality pass: remove school-specific lesson term (~75 occurrences) across 6 CIP drafts incl. AA source-type enum + BB/CC enum renames and CC deprecated-artifact filename | 4.5h | 12m | 1m | 22.5x |
| 8 | Engine branch-review P1 bug fixes — adaptive-intake zero-items (selector contract + min_intake_items), grpc.aio context.abort never awaited (2 servicers), ring _persist_ring_topology NameError,… | 9.0h | 28m | 3m | 19.3x |
| 9 | Resume crashed CompTIA Network+ [content generation]: fix structural ~0.80 validation plateau with tier-aware adversarial challenge calibration (recall->definition/terminology challenges;… | 6.0h | 20m | 2m | 18.0x |
| 10 | Tier-3 cross-repo [ip] remediation Wave 4 — re-baseline atoms pipeline vs WIP; implement CC-15/16/18/19 atom writers + CC-26 engine validate_collection wiring; diagnose+fix CC-21 shared-lib HTTPS-validator… | 22.0h | 75m | 3m | 17.6x |
| 11 | AVIAN [ip] portfolio freshness+brand-consolidation edit pass: 9 docs, 34 filing counts, 12-cluster brand tokens, GG inventions added | 4.0h | 14m | 5m | 17.1x |
| 12 | Coding | 8.0h | 28m | 5m | 17.1x |
| 13 | Engine review Low-Med fix — tracked background-task registry: avian.core.background (strong-ref no-GC + exception-logging done-callback + shutdown cancellation) wired through all 11 fire-and-forget… | 6.0h | 22m | 5m | 16.4x |
| 14 | Tier-3 cross-repo [ip] remediation Waves 6+7 — B-22 cross-repo information-gain ranking ([engine subsystem] Fisher-info + engine ranking) and AA-7 [engine subsystem] configurable opt-in alignment fault;… | 12.0h | 50m | 2m | 14.4x |
| 15 | Engine security-review Medium fix — upload size-cap: _read_upload_capped streams uploads in 1MB chunks rejecting 413 before buffering the full payload (declared-size early-reject + running cap) wired into… | 3.5h | 16m | 1m | 13.1x |
| 16 | Engine security-review HIGH fixes — fail-closed API auth when AVIAN_API_KEY missing (cloud/prod 503 + test/local escape hatch) + admin-key enforcement on 3 unprotected admin/debug routes (relocate… | 7.0h | 32m | 3m | 13.1x |
| 17 | Freshness edit pass on AVIAN [ip] portfolio Analysis and Stage-4 business docs: add GG to all 11 target files, fix scope/counts A-GG, update CIP→Filing paths for A-Y, fix Z cluster name, recompute Stage-4… | 8.0h | 45m | 8m | 10.7x |
| 18 | Domain-neutrality terminology pass on BB/EE/FF [ip] specs | 1.0h | 6m | 3m | 10.0x |
| 19 | Content production | 1.0h | 8m | 3m | 7.5x |
| 20 | AVIAN [ip] portfolio freshness + brand consolidation edit pass (6 files) | 1.5h | 18m | 3m | 5.0x |
| 21 | Content production | 0.5h | 8m | 3m | 3.8x |
| 22 | Mechanical freshness edit pass on AVIAN Stage-3 use-case docs — update 12 stale footers + fix cluster count in Use_Case_Scenarios | 0.2h | 8m | 3m | 1.5x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 22 |
| Total human-equivalent hours | 347.2 |
| Total Claude minutes | 717 |
| Total supervisory minutes | 74 |
| Total tokens | 17,919,000 |
| Weighted average leverage factor | 29.1x |
| Weighted average supervisory leverage factor | 281.5x |
| Human-equivalent weeks | 8.7 |
Analysis
The highest factor of the day came in at 81.8x and the lowest at 1.5x, a spread of 54.5 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 150.0 of the 347.2 human-equivalent hours, or 43 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 74 minutes against 717 minutes of execution, a ratio of about 1 to 10. Supervisory leverage of 281.5x 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.