Twenty-two tasks. June 5, 2026 weighted to 29.1x leverage across 347.2 human-equivalent hours in 717 Claude-minutes. Supervisory leverage closed at 281.6x.
8.7 weeks of human-equivalent throughput in 11.9 hours of Claude wall-clock. The 81.8x ceiling came from Inference-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-sk...; the 1.9x floor sat at Mechanical freshness edit pass on use-case docs; update 12 stale footers + fix cluster count in a use-case doc.
Task Log
| # | Task | Human Est. | Claude | Sup. | Factor | Sup. Factor |
|---|---|---|---|---|---|---|
| 1 | Inference-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 caught a real float-truncation bug + 3 runtime bugs | 150.0h | 110m | 6m | 81.8x | 1500.0x |
| 2 | Brand consolidation across patent portfolio: strip product brands from 8 patent specifications (brand-free, matching filed specs) and refresh ~40 supporting docs (add a patent specification, fix counts/paths/footers, consolidate retired per-app brands to 12 clusters, recompute business-document financials) | 20.0h | 30m | 2m | 40.0x | 600.0x |
| 3 | Tier-3 cross-repo patent remediation Wave 5; wire dormant validatebundle onto production runatoms path with default-off rejection-enforcement flag; cycle detector; configurable coverage fraction; validatedvariants; adversarial-verify 8 + re-verify one claim; flip 5 in matrix 646 to 651 (91%) | 18.0h | 32m | 2m | 33.8x | 540.0x |
| 4 | Audit inference-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 suite green (6654 passed, 10 skipped) | 20.0h | 40m | 3m | 30.0x | 400.0x |
| 5 | Resolve deferred patent claim-scope items across patent specifications: shared-routing claim coverage, single-MCQ section + whichcorrect/scenario formatmetadata + claim-14 alignment, goalid schema + federated retrieval + examtip rename, mastery-predicate iff, verifier mapping + domain-neutral defs | 7.0h | 15m | 2m | 28.0x | 210.0x |
| 6 | Tier-3 cross-repo patent remediation phase-1 orchestration; recon across 3 repos; schema + staleness (composition + dormant-method wiring) waves; disentangle and bank entangled WIP; adversarial-verify 12 claims; flip 8 in matrix 634 to 642 (other impls logged separately) | 38.0h | 100m | 6m | 22.8x | 380.0x |
| 7 | Portfolio-wide terminology-neutrality pass: remove domain-specific content term (~75 occurrences) across 6 patent drafts incl. source-type enum + enum renames and deprecated-artifact filename | 4.5h | 12m | 1m | 22.5x | 270.0x |
| 8 | Inference-engine branch-review P1 bug fixes; adaptive-intake zero-items (selector contract + minintakeitems), grpc.aio context.abort never awaited (2 servicers), ring persistring_topology NameError, composite-autopilot missing import; triage 6 findings; verify full unit 6806 + integration 455 | 9.0h | 28m | 3m | 19.3x | 180.0x |
| 9 | Resume crashed certification-domain synthesis: fix structural ~0.80 validation plateau with tier-aware adversarial challenge calibration (recall->definition/terminology challenges; boundarycase+prerequisitechain reserved for analysis tier); prompts tier-directive map+helper, expanded challenge_type schema enum, validator wiring tier=node.tier, tier-faithful diag, 13 new unit tests; origin-service unit suite 685 green + ruff clean; third-party-model diagnostic confirms recall failures 4/7->1/7, overall 24%->10%, projected pass ~0.91 clearing the 0.90 gate | 6.0h | 20m | 2m | 18.0x | 180.0x |
| 10 | Tier-3 cross-repo patent remediation Wave 4; re-baseline atoms pipeline vs WIP; implement atom writers + engine validate_collection wiring; diagnose+fix shared-lib HTTPS-validator regression (14 engine fixtures); adversarial-verify 5 claims; flip 4 in matrix 642 to 646 (90%) | 22.0h | 75m | 3m | 17.6x | 440.0x |
| 11 | Patent specification freshness+brand-consolidation edit pass: 9 docs, 34 filing counts, 12-cluster brand tokens, patent-specification inventions added | 4.0h | 14m | 5m | 17.1x | 48.0x |
| 12 | Patent claim closures in an origin service (config flags + cosine isolation + three-term composite + stem embeddings + validation provenance) | 8.0h | 28m | 5m | 17.1x | 96.0x |
| 13 | Inference-engine review Low-Med fix; tracked background-task registry: core.background (strong-ref no-GC + exception-logging done-callback + shutdown cancellation) wired through all 11 fire-and-forget createtask sites in an API gateway + ring/manager; retire shield_task; lifespan drain; 6 tests; verify full unit 6665 + integration 456 | 6.0h | 22m | 5m | 16.4x | 72.0x |
| 14 | Tier-3 cross-repo patent remediation Waves 6+7; cross-repo information-gain ranking (origin-service Fisher-info + engine ranking) and adversarial-evaluation configurable opt-in alignment fault; diagnose adversarial-evaluation broken-transformers dep blocking related claims; adversarial-verify both; flip 2 in matrix 651 to 653 (91%) | 12.0h | 50m | 2m | 14.4x | 360.0x |
| 15 | Inference-engine security-review Medium fix; upload size-cap: readuploadcapped streams uploads in 1MB chunks rejecting 413 before buffering the full payload (declared-size early-reject + running cap) wired into uploadresume + submit_audio; 4 tests; verify full unit 6659 + integration 455 | 3.5h | 16m | 1m | 13.1x | 210.0x |
| 16 | Inference-engine security-review HIGH fixes; fail-closed API auth when API key missing (cloud/prod 503 + test/local escape hatch) + admin-key enforcement on 3 unprotected admin/debug routes (relocate verifyadmin_key + Depends guard + test auth + negative test); reconcile concurrent test-prune commit; verify full unit 6655 + integration 455 | 7.0h | 32m | 3m | 13.1x | 140.0x |
| 17 | Freshness edit pass on patent specifications and business documents: add a patent specification to all 11 target files, fix scope/counts, update CIP->Filing paths, fix a cluster name, recompute business-document financials for 33 apps/753 claims, fix nonexistent brand names | 8.0h | 45m | 8m | 10.7x | 60.0x |
| 18 | Terminology-neutrality pass on three patent specifications | 1.0h | 6m | 3m | 10.0x | 20.0x |
| 19 | Terminology-neutrality pass on a patent specification; replace lesson/lessons with content document/units | 1.0h | 8m | 3m | 7.5x | 20.0x |
| 20 | Patent specification freshness + brand consolidation edit pass (6 files) | 1.5h | 18m | 3m | 5.0x | 30.0x |
| 21 | Terminology-neutrality pass on a patent specification (lesson->content document) | 0.5h | 8m | 3m | 3.8x | 10.0x |
| 22 | Mechanical freshness edit pass on use-case docs; update 12 stale footers + fix cluster count in a use-case doc | 0.2h | 8m | 3m | 1.9x | 5.0x |
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 | 281.6x |
| Human-equivalent weeks | 8.7 |
Analysis
The day's leverage distribution matters more than the headline figure. The 81.8x ceiling came from Inference-engine lint+type overhaul: ruff 3106->0 + mypy --strict 2097->1 (22-agent typing pass + config overrides) + per-error-code lint ratchet & CI wiring +...; the 1.9x floor was Mechanical freshness edit pass on use-case docs; update 12 stale footers + fix cluster count in a use-case doc. Tasks at the top of the distribution share a shape: tightly-scoped specifications, clear success criteria, and minimal integration ambiguity. The AI doesn't need to discover anything new; it executes against an explicit target.
Tasks at the bottom run differently. They're either bounded by review-heavy work where every step gets verified, or they involve ambiguity that demands several rounds of trial and adjustment. The factor is real and informative, not a failure mode.
The supervisory leverage figure (281.6x today) tracks something orthogonal to wall-clock leverage. It's the ratio of human-equivalent output to human prompt-writing time. It stays high even on lower-leverage days because supervisory minutes scale with task count, not with the human-hour estimate; a 20-minute task and a 4-hour task can both be specified in two minutes of human prompt-writing.
Across the 22 tasks, the day produced roughly 8.7 weeks of senior-engineer-equivalent throughput in 11.9 hours of model wall-clock. That ratio is the practical answer to the question of how much output a single operator can move per day when the model handles the execution and the operator handles the direction.