45 tasks. May 4, 2026 closed at 13.3x weighted leverage across 479.0 human-equivalent hours in 2,164 minutes of wall-clock time. Supervisory leverage came in at 142.3x.
That is 12.0 weeks of human-equivalent throughput in 36.1 hours. The ceiling was 51.4x; the floor was 1.3x. 35 of the 45 entries came from a single project.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor |
|---|---|---|---|---|---|
| 1 | Run full [ip] portfolio audit (3 CIP drafts Z/AA/BB, ~50 supporting docs, 5 gen scripts, 24 diagrams) and write findings report to .audits/ | 6.0h | 7m | 1m | 51.4x |
| 2 | [engine subsystem] hardening: pass_probability vs expected_score_pct field split, binned exam-pass calibration analyzer (Brier+ECE), audit chain, credentials, per-source decay; 48 new tests + 6 pre-existing… | 16.0h | 22m | 8m | 43.6x |
| 3 | Wire avian-admin scaffolds: 4 student-detail tabs, Session Inspector, Domain Detail, viz demo gate, dead Dashboard cleanup, help text refresh, fixed pre-existing banner test | 18.0h | 26m | 4m | 41.5x |
| 4 | Deployment | 24.0h | 35m | 5m | 41.1x |
| 5 | Switch beta_certs ([cost]/[cost]) coupons to early_adopter_certs ([cost]/[cost]); rename BETA_DISCOUNT_ → EARLY_ADOPTER_DISCOUNT_ env vars; update purchase-service backend (config, coupon service, dev mock,… | 8.0h | 12m | 4m | 40.0x |
| 6 | Extended free-tier adjacency catalog from 92 to 662 certs (84% of paid catalog). 22 new clusters covering… | 16.0h | 25m | 4m | 38.4x |
| 7 | Documentation | 12.0h | 19m | 2m | 37.9x |
| 8 | Documentation | 24.0h | 40m | 1m | 36.0x |
| 9 | Engine: 4 new admin endpoints (per-session interactions, per-entity sessions, exam attempts, per-domain analytics) + exam_attempts migration/model/repo + 7 unit tests. Admin-service: 4 RPC proxies.… | 36.0h | 73m | 5m | 29.6x |
| 10 | Documentation | 16.0h | 35m | 8m | 27.4x |
| 11 | Plan-only Fargate migration extension: 3 more TF stacks (admin-service, avian-[unreleased product]-backend, avian-enterprise-backend) + per-service docs (migration-concerns, cutover-runbook, cost-analysis,… | 8.0h | 18m | 2m | 26.7x |
| 12 | Bug-fix bundle: AvianMapper noise floor (945 false matches → 38 real ones via stricter substring rules + 0.10 → 0.15 relevance threshold), cap recommended courses at 3 (was 50), onboarding-at-first-login gate… | 8.0h | 18m | 3m | 26.7x |
| 13 | Run AVIAN content audit + write 2026-05-04 report | 1.5h | 4m | 1m | 22.5x |
| 14 | Write pytest unit tests for avian-admin backend to push coverage from 37% to 87% | 8.0h | 22m | 5m | 21.8x |
| 15 | Plan-only Fargate migration: 5 new TF stacks (avian-services-cluster + auth/purchase/notification/onboarding) + per-service docs (migration-concerns, cutover-runbook, cost-analysis,… | 12.0h | 35m | 3m | 20.6x |
| 16 | Create CIP BB [ip] application skeleton (Posterior-Bayesian Adaptive Probing - AVIAN Sextant) with 20 claims, 8 Mermaid figures, and full portfolio cross-document updates (CLAUDE.md, AGENTS.md, README.md,… | 8.0h | 28m | 3m | 17.1x |
| 17 | Create english.accelastudy.ai (IELTS & TOEFL coming-soon site, Summer 2026 launch). Cloned test-prep skeleton, customized site.yml/index.jinja/content for English-language testing audience, generated 10… | 8.0h | 28m | 3m | 17.1x |
| 18 | Threaded solo-founder + Claude in 74 days angle through press kit (rewrote lede, added Built by One Person and Claude section, updated bio/FAQ/fact sheets) with verified LoC, test, and repo counts | 4.0h | 14m | 3m | 17.1x |
| 19 | Documentation | 2.5h | 9m | 2m | 16.7x |
| 20 | Refactoring | 6.0h | 22m | 4m | 16.4x |
| 21 | Reorder tiers on avian.renkara.com (5 jinja templates): renumber so Adaptation is Tier 6 between Planning and Delivery, Validation is Tier 12; update 13 tiers -> 12 and 31 -> 32 branded clusters; physically… | 2.0h | 8m | 1m | 15.0x |
| 22 | avian-app-web: fix /subscribe paywall on already-subscribed accounts (entitlements gate + dashboard toast); axe a11y sweep — fix PageNotFound color-contrast and prune dead routes | 3.0h | 12m | 3m | 15.0x |
| 23 | Content audit follow-ups: backfill 4 manifests, explain manifest <100% jump, identify dropped packages | 1.0h | 4m | 1m | 15.0x |
| 24 | Greenfield Terraform module for avian-app-web in infra/avian-terraform/ — S3+OAC+CloudFront+Stripe-friendly RHP+/.well-known carve-out+pipeline; deployed parallel-run at app-v2.accelastudy.ai | 8.0h | 35m | 3m | 13.7x |
| 25 | Resume avian-domains [content generation] chain after crash: triaged state across phase D synth + CompTIA [engine subsystem], wrote run_comptia_[engine subsystem]_resume + run_phase_d_certs_resume… | 8.0h | 35m | 6m | 13.7x |
| 26 | Reorder [ip portfolio] 1-12, insert Adaptation (BB) between Planning and Delivery; rewrite Platform_Architecture_Tiers.md (was 10 tiers without Validation/Adaptation, now 12 with full Inputs/Outputs and… | 4.0h | 18m | 1m | 13.3x |
| 27 | Write vitest unit tests for avian-admin REST+SSE migration: restClient, SseClient, hooks, useEngineSSE, useAdminRealtime — 152 tests, 90%+ coverage | 6.0h | 28m | 5m | 12.9x |
| 28 | Built tokenization machinery (canonical_values.yaml + render_kit.sh), shifted launch to Tue May 5 with same-day Product Hunt, dropped wire spend per bootstrapped marketing plan, rewrote launch execution plan,… | 8.0h | 38m | 5m | 12.6x |
| 29 | Diagnose & fix Stripe Basil API breaking change in purchase-service (Invoice.payment_intent → confirmation_secret) | 3.0h | 15m | 3m | 12.0x |
| 30 | @avian/subscribe-react 0.1.5: 1Password / browser-autofill compatibility — | 2.0h | 10m | 2m | 12.0x |
| 31 | Coding | 2.0h | 11m | 3m | 10.9x |
| 32 | accelastudy.ai full hero corpus regen (813 per-course + 55 provider pairs) + mobile theme/menu/scroll-lock + tier-dupe fix + card layout + nav cleanup | 80.0h | 450m | 25m | 10.7x |
| 33 | Migrate avian-admin from WebSockets to REST + SSE — backend SSE infra, RPC-over-REST gateway, Redis viz publishers, frontend RestClient/SseClient/hooks, 44 page migrations, viz SSE wiring, full WS code… | 16.0h | 90m | 6m | 10.7x |
| 34 | Deployment | 4.0h | 25m | 4m | 9.6x |
| 35 | Debugging | 8.0h | 50m | 4m | 9.6x |
| 36 | Infrastructure | 5.0h | 32m | 4m | 9.4x |
| 37 | Verified manifest regen for +60 free labs, ran watch sweep at 6 workers, fixed md-lab-15 + yj-lab-15 (50->100% score), capped Playwright workers for memory safety | 4.0h | 26m | 5m | 9.2x |
| 38 | Cut over avian-app-web from legacy terraform/client/ to new avian-terraform/avian-app-web/ — destroyed legacy stack (10 resources), claimed app.accelastudy.ai alias, flipped DNS, renamed pipeline | 4.0h | 30m | 2m | 8.0x |
| 39 | Engine readiness calibration gap — root-cause investigation, hierarchical prior fix in /autopilot/next, [engine subsystem] omniscient + target_accuracy debug modes, per-question telemetry, calibration sweep +… | 24.0h | 180m | 15m | 8.0x |
| 40 | @avian/subscribe-react: theme-aware Stripe Elements appearance, host-font in iframe, color-mix loading skeleton, centered Preparing label, US billing default — published 0.1.2 → 0.1.4 | 3.0h | 25m | 4m | 7.2x |
| 41 | Diagnose + fix prod errors in daily study session: CSP blob media-src (terraform applied), 422 fractional minutes (autopilot.ts rounding), 404 cognitive-state (full route impl: engine… | 12.0h | 105m | 4m | 6.9x |
| 42 | Resume adaptive engine optimization: regression-test full probing protocol, flip cloud flag, apply [engine subsystem] zero-sweep backend diffs, bring up service stack, launch pilot | 6.0h | 60m | 6m | 6.0x |
| 43 | Per-site full-bleed hero rotation across 7 AccelaStudy sites: 70 unique compositions, 280 images (10 desktop pairs at 16:9 + 10 mobile pairs at 3:2 per site), dark/light locked via shared seed + Flux 2 Pro… | 16.0h | 207m | 8m | 4.6x |
| 44 | Fixed 4 lab-runner UX bugs (guided auto-advance, Try Again reset to guided, loading spinner with cancel, TTS subscription/settings gate); replaced lab-frame TTS monkey-patches with setTtsConfig API; deployed… | 6.0h | 85m | 8m | 4.2x |
| 45 | accelastudy.ai hero deployment: found stale heroed_providers template allowlist (22/56 providers), expanded to include all 34 missing (EC-Council, Cisco, IBM, Oracle, SAP, VMware, ISC2, etc.), deployed to… | 2.0h | 93m | 3m | 1.3x |
Aggregate Statistics
| Metric | Value |
|---|---|
| Total tasks | 45 |
| Total human-equivalent hours | 479.0 |
| Total Claude minutes | 2,164 |
| Total supervisory minutes | 202 |
| Total tokens | 11,026,000 |
| Weighted average leverage factor | 13.3x |
| Weighted average supervisory leverage factor | 142.3x |
| Human-equivalent weeks | 12.0 |
Analysis
The highest factor of the day came in at 51.4x and the lowest at 1.3x, a spread of 39.9 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 6.0 of the 479.0 human-equivalent hours, or 1 percent of the day. No single task dominated the total, so the weighted average is representative.
Supervisory time was 202 minutes against 2,164 minutes of execution, a ratio of about 1 to 11. Supervisory leverage of 142.3x 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.