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Leverage Record: September 1, 2026

Tue, 01 Sep 2026 23:59:00 GMT

4 tasks. September 1, 2026 closed at 22.1x aggregate execution leverage across 88.0 qualified-senior-equivalent hours in 239 agent-session minutes. Covered operator leverage was 330.0x.

That is 2.2 qualified-senior-equivalent weeks. Task factors ranged from 13.2x to 30.0x. The largest project grouping contained 2 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Testing	32.0h	64m	3m	30.0x
2	Deployment	26.0h	72m	5m	21.7x
3	Documentation	21.0h	62m	5m	20.3x
4	Testing	9.0h	41m	3m	13.2x

Aggregate Statistics

Metric	Value
Total tasks	4
Qualified-senior-equivalent hours	88.0
Agent-session minutes	239
Covered operator minutes	16
Recorded tokens	340,000
Aggregate execution leverage	22.1x
Covered operator leverage	330.0x

Interpretation

The qualified-senior hours are counterfactual estimates and inherit that uncertainty. Execution, token, and operator-time values retain their recorded provenance, which is incomplete for some legacy rows. Summed agent-session minutes are not serial wall-clock time when sessions overlap.

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 31, 2026

Mon, 31 Aug 2026 23:59:00 GMT

28 tasks. August 31, 2026 closed at 11.2x aggregate execution leverage across 921.0 qualified-senior-equivalent hours in 4,953 agent-session minutes. Covered operator leverage was 343.2x.

That is 23.0 qualified-senior-equivalent weeks. Task factors ranged from 3.2x to 76.7x. The largest project grouping contained 24 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Deployment	78.0h	61m	10m	76.7x
2	/findings round-18 on [product]: verified and fixed all 7 findings from the follow-up review of the round-17 fixes (G1 balanced command grammar — star/bracket args, whitelisted single-letter commands,…	24.0h	33m	2m	43.6x
3	/findings run 2 on notification-service: verified (4 by runtime probe) and resolved all 15 findings from the concurrency/state-machine review of the prior remediation — P1s: deferred-webhook/queued-resume…	30.0h	42m	3m	42.9x
4	/findings round 2 on @[product]/activity-ui: resolved 10 findings (V15-V24) from a review gate against the just-shipped 2.7.0. All verified against source before any fix, ranked by severity rather than the…	24.0h	37m	2m	38.9x
5	/findings round 2 on [product] (@[product]/about-dialog): verified 6/6 reviewer findings (focus-return-to-wrong-element reproduced via programmatic click; Escape leak + missing inert/scroll-lock reproduced;…	12.0h	19m	6m	37.9x
6	Deployment	16.0h	26m	2m	36.9x
7	Testing	11.0h	20m	6m	33.0x
8	Testing	40.0h	89m	3m	27.0x
9	/findings on @[product]/activity-ui: resolved 14 findings end to end — 12 from an adversarial Fable review of the shipped 2.6.0, plus 2 found during the run. All verified against source first, ranked by…	28.0h	64m	2m	26.2x
10	Testing	16.0h	38m	2m	25.3x
11	Infrastructure	28.0h	71m	2m	23.7x
12	Infrastructure	46.0h	118m	6m	23.4x
13	/findings round 2 on [product]: verified and fixed all 17 review findings plus 2 discovered en route — payment phase machine ending coupon/confirm races, stale-validation resurrection killed with…	32.0h	85m	3m	22.6x
14	/findings run on @[product]/activity-ui ([product]): verified and resolved six defects in the client-resident deterministic verification engine and the audio primitive. V47 (P1) the symbolic activity inferred…	24.0h	71m	4m	20.3x
15	/findings run on [product] math pipeline: verified and fixed all 8 owner-reported findings (L1-L8) — currency scanner preserving authored digit-leading $...$ math, non-overlap interval invariant + affix guard…	20.0h	60m	3m	20.0x
16	/findings run on [product] (@[product]/about-dialog): verified 9/9 owner-reported findings real (require() empty-module repro, publint+attw, jsdom defect tests, bundle grep, npm audit), fixed all of them plus…	10.0h	31m	5m	19.4x
17	[product] /findings round 5 — resolved 4 reported findings in the Markdown→unicode-math→KaTeX pipeline (src/lib/unicodeMath.ts), then found and resolved 4 more by adversarially probing the fixes: two-letter…	14.0h	45m	2m	18.7x
18	/findings round 3 on @[product]/activity-ui: 11 findings resolved (V25-V34 from a review gate vs 2.7.0, plus 1 found during verification) — first round past the audio stack into the math and chart activities.…	28.0h	97m	4m	17.3x
19	Testing	38.0h	175m	6m	13.0x
20	Findings run 3 on notification-service: verified and resolved all 15 review findings (H1-H15) against the runs-1/2 hardening — migration 028 JSONB bind rewrite with frozen normalizer, identity-only…	35.0h	185m	2m	11.4x
21	[product] /findings round 4: resolved all 18 owner findings (9 P1 cross-account/async-tail defects incl. receiving-tab state erasure, signOut revoking a newer account, offline-queue cross-account replay,…	48.0h	273m	2m	10.5x
22	Infrastructure	38.0h	330m	6m	6.9x
23	Formation program ([product]): manifold replication & HA correctness. Orchestrated a 6-phase, 27-task remediation closing all 17 findings (12 owner + 5 research) across the cross-instance replication…	170.0h	1535m	12m	6.6x
24	Crosscheck program completion ([product]) — Phases 2-5, following the partial record dfe77014 which covered Phases 0-1. Resolved the R1 tripwire that had stopped the program (a prior-round test went red once…	25.0h	260m	12m	5.8x
25	Four consecutive /findings rounds against @[product]/activity-ui (React 19 + TS component library, ~2,240 tests): ~44 review-gate findings verified against source before any fix, ranked by severity, and each…	36.0h	433m	30m	5.0x
26	Clean Sweep — [product] erasure & deletion integrity program, orchestrated end to end. Eleven tasks across four phases in two repositories (core/[product], automations/automation-account-deletion), closing…	28.0h	380m	6m	4.4x
27	Deployment	18.0h	300m	15m	3.6x
28	Testing	4.0h	75m	3m	3.2x

Aggregate Statistics

Metric	Value
Total tasks	28
Qualified-senior-equivalent hours	921.0
Agent-session minutes	4,953
Covered operator minutes	161
Recorded tokens	2,484,000
Aggregate execution leverage	11.2x
Covered operator leverage	343.2x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 30, 2026

Sun, 30 Aug 2026 23:59:00 GMT

23 tasks. August 30, 2026 closed at 10.3x aggregate execution leverage across 448.5 qualified-senior-equivalent hours in 2,608 agent-session minutes. Covered operator leverage was 228.1x.

That is 11.2 qualified-senior-equivalent weeks. Task factors ranged from 2.7x to 27.7x. The largest project grouping contained 20 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Testing	6.0h	13m	2m	27.7x
2	Testing	9.0h	20m	2m	27.0x
3	Documentation	12.0h	27m	6m	26.7x
4	Fable-planner: twelfth-pass remediation program for @[product]/activity-ui — independently re-verified all 12 owner-review findings (pause propagation, AudioCapture lifecycle races, TTS ownership, response…	6.0h	14m	2m	25.7x
5	[product] /findings round 2: verified and fixed 12 defects across the Markdown/unicode-math pipeline and the component layer. All 10 owner-reported findings reproduced executably before any fix; 2 more found…	18.0h	44m	3m	24.5x
6	Deployment	34.0h	86m	4m	23.7x
7	Documentation	14.0h	39m	4m	21.5x
8	Full WCAG 2.2 AA accessibility audit and same-session remediation of [product] web, including shared activity components, six rendered axe matrices, responsive and unit verification, and a validated PubMark…	40.0h	123m	1m	19.5x
9	Infrastructure	7.0h	26m	2m	16.2x
10	[product]: /findings run 11 — 2 owner findings plus 2 found during the work, all fixed. F19: round 10 replaced a hand-written URL regex with the real Markdown parser but applied the new boundary inside only…	5.0h	21m	3m	14.3x
11	Design and frontend	6.0h	26m	4m	13.8x
12	/findings tenth pass on @[product]/activity-ui ([product]). 23 owner-reported findings verified by a 46-agent fan-out (independent verifier + adversarial challenger each), 0 refutations. 21 confirmed, 1…	62.0h	281m	3m	13.2x
13	Testing	72.0h	360m	45m	12.0x
14	[product] /findings: verified and fixed 9 defects in the Markdown/unicode-math normalization pipeline. All 7 owner-reported findings reproduced executably before any fix; 2 more found during the run (Greek…	14.0h	73m	4m	11.5x
15	Deployment	26.0h	139m	6m	11.2x
16	Testing	15.0h	87m	4m	10.3x
17	Deployment	34.0h	218m	3m	9.4x
18	[product]: fixed a concurrency-arbitration defect in the retirement-transfer endpoint. The idempotency verdict (`transferred`) was derived from whether the call inserted the successor enrollment row, a proxy…	5.0h	43m	3m	7.0x
19	[product] /findings round 4: four owner-reported findings, each with a regression test observed failing first. (1) P1 — every request-scoped DB session committed in FastAPI's dependency exit stack, which…	7.0h	89m	3m	4.7x
20	Content production	3.5h	47m	2m	4.5x
21	Deployment	9.0h	124m	3m	4.4x
22	[product] ninth-pass /findings run, released as @[product]/activity-ui 2.3.0: 33 findings resolved and 1 disproved — the owner's 14 plus 20 found while verifying and fixing them, four of which were…	34.0h	489m	5m	4.2x
23	Deployment	10.0h	219m	4m	2.7x

Aggregate Statistics

Metric	Value
Total tasks	23
Qualified-senior-equivalent hours	448.5
Agent-session minutes	2,608
Covered operator minutes	118
Recorded tokens	6,225,000
Aggregate execution leverage	10.3x
Covered operator leverage	228.1x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 29, 2026

Sat, 29 Aug 2026 23:59:00 GMT

15 tasks. August 29, 2026 closed at 6.8x aggregate execution leverage across 260.5 qualified-senior-equivalent hours in 2,283 agent-session minutes. Covered operator leverage was 197.8x.

That is 6.5 qualified-senior-equivalent weeks. Task factors ranged from 1.7x to 19.0x. The largest project grouping contained 13 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Deployment	20.0h	63m	5m	19.0x
2	[product]: /findings run 8 — verified, ranked and resolved all 12 reported findings (2 P1, 8 P2, 2 P3) end to end. Every finding reproduced with executable evidence before any fix; none dismissed. Re-ranked…	15.0h	52m	4m	17.3x
3	[product]: 14 findings resolved across two adversarial review rounds (teardown singleton leak, six AST guard holes, a coverage floor met only by leaked state, and a self-inflicted cross-repo event-contract…	34.0h	124m	15m	16.5x
4	[product]: resolved three reported defects in the repo's own meta-test guards, plus a fourth found during verification. (1) The pytest collection oracle rejected real parameterized tests — the matcher…	11.0h	42m	5m	15.7x
5	Testing	5.5h	23m	3m	14.3x
6	[product] round 3: generalized three test guards from case-enumeration to rule-shape (position-agnostic hash ban, pytest-as-oracle for collection, ownership-by-binding-source), plus one self-found defect…	11.0h	53m	6m	12.5x
7	Testing	7.0h	44m	3m	9.5x
8	[product]: resolved a 10-finding queue end to end (8 reported + 2 discovered). Verified every finding executably before any fix, ranked by severity, then fixed most-severe-first with a regression test…	11.0h	84m	4m	7.9x
9	/findings run 6 on @[product]/ui ([product]): 6 reported findings verified and resolved, 22 more found during the run and also resolved - 28 total across 12 repos. P1: a canvas that never painted when its…	46.0h	430m	6m	6.4x
10	/findings run 7 on @[product]/ui: 14 reported findings verified (all 14 confirmed, none refuted) plus 16 found during the run; 30 total, all fixed. The P1s: every Mermaid diagram and Timeline in every lesson…	52.0h	505m	3m	6.2x
11	[product] eighth-pass /findings run, released as @[product]/activity-ui 2.2.0: 17 findings resolved (the owner's 9 plus 8 found in-run), each of the nine reproduced with an out-of-tree probe before any fix…	26.0h	329m	4m	4.7x
12	Testing	9.0h	148m	9m	3.6x
13	[product] + [product] /findings round 2: 2 owner-reported findings plus 2 found during the run, each with a regression test observed failing first. (1) GET /users/me/enrollments declared status with a string…	2.5h	45m	2m	3.3x
14	[product] /findings run: resolved 3 owner-reported findings plus 3 discovered during the run, each with a regression test observed failing first. (1) POST /telemetry published activity.started reading…	3.5h	90m	3m	2.3x
15	[product] + [product] re-audit /findings run: verified 5 enumerated findings, resolved 4 with red-first regression tests and confirmed 2 already fixed. Included reverting my own same-day regression…	7.0h	251m	7m	1.7x

Aggregate Statistics

Metric	Value
Total tasks	15
Qualified-senior-equivalent hours	260.5
Agent-session minutes	2,283
Covered operator minutes	79
Recorded tokens	3,930,000
Aggregate execution leverage	6.8x
Covered operator leverage	197.8x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 28, 2026

Fri, 28 Aug 2026 23:59:00 GMT

23 tasks. August 28, 2026 closed at 14.1x aggregate execution leverage across 352.0 qualified-senior-equivalent hours in 1,498 agent-session minutes. Covered operator leverage was 352.0x.

That is 8.8 qualified-senior-equivalent weeks. Task factors ranged from 4.0x to 51.4x. The largest project grouping contained 18 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	[product] /findings run 3: resolved 17 findings (16 reported + 1 found in the gate). All 16 reproduced; six were regressions from the two earlier runs the same day. Two left a canvas BLANK, not stale: the…	24.0h	28m	3m	51.4x
2	Deployment	26.0h	33m	3m	47.3x
3	[product] /findings run 4 — resolved 10 findings (9 reported + 1 discovered) end to end, each with a regression test observed failing first. S1: stale button-initiated audio play() promise flipping a…	24.0h	39m	3m	36.9x
4	Infrastructure	27.0h	49m	3m	33.1x
5	Documentation	22.0h	56m	3m	23.6x
6	Testing	34.0h	98m	4m	20.8x
7	@[product]/activity-ui sixth-pass /findings run: 6 reported findings resolved plus 4 found during the work, each with a regression test observed failing first. Four P1 session/telemetry races: a REST 401 held…	19.0h	60m	4m	19.0x
8	Deployment	11.0h	39m	3m	16.9x
9	Deployment	9.0h	37m	0m	14.6x
10	Deployment	11.0h	47m	0m	14.0x
11	Fixed a P1 where a misconfigured OPTIONAL dependency could fail every learner answer before grading. get_product is called as an ARGUMENT to the service call in submit_answer and to spawn_background in…	5.0h	23m	0m	13.0x
12	Testing	5.0h	23m	0m	13.0x
13	Card-execution round on [product] (owner: "need to do those cards and this one: 9ba3ecc8"). W2 / card 9ba3ecc8 (high, part 3 of 3 of the live cross-device activity timeline): built the web consumer —…	6.0h	33m	2m	10.9x
14	Deployment	26.0h	143m	4m	10.9x
15	Deployment	7.0h	39m	0m	10.8x
16	/findings round 4 on [product] — the owner's sixth-pass review of the Clearance remediation: 1 P2 + 1 P3, both fixed with regression tests observed failing first. G1 (P2, gate reliability):…	3.5h	20m	2m	10.5x
17	Testing	54.0h	371m	8m	8.7x
18	[product] /findings run: 3 owner findings verified by mutation and fixed, plus 4 uncovered along the way. F1 (S2): the rest_gateway split's citation guard joined all exemption reasons and required one match…	10.0h	71m	3m	8.5x
19	Testing	3.0h	22m	2m	8.2x
20	[product] /findings round 2: 6 review findings verified and fixed, plus 3 uncovered in-run; 5 of the 6 were regressions from round 1. R1 (S1, not mine): reset_engine_context cleared only _context, leaving two…	9.0h	75m	4m	7.2x
21	[product] /findings run: verified and resolved 11 findings (8 in [product] incl. broken production build, cross-account live-row leak, dead enrollment realtime wire, course filter vs production events,…	14.0h	158m	7m	5.3x
22	/findings round 6 on [product] — the owner's eighth-pass review: 2 P3 findings in the two guards added the day before, both fixed with tests observed failing first. E1: the parity parser's tuple regex…	1.5h	19m	1m	4.7x
23	Testing	1.0h	15m	1m	4.0x

Aggregate Statistics

Metric	Value
Total tasks	23
Qualified-senior-equivalent hours	352.0
Agent-session minutes	1,498
Covered operator minutes	60
Recorded tokens	4,789,498
Aggregate execution leverage	14.1x
Covered operator leverage	352.0x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 27, 2026

Thu, 27 Aug 2026 23:59:00 GMT

36 tasks. August 27, 2026 closed at 13.4x aggregate execution leverage across 1,096.0 qualified-senior-equivalent hours in 4,900 agent-session minutes. Covered operator leverage was 644.7x.

That is 27.4 qualified-senior-equivalent weeks. Task factors ranged from 4.2x to 120.0x. The largest project grouping contained 33 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Author the Finance total-coverage corpus specification (specs/professional/Finance/Finance_Domain_Specification.json — 13 clusters, 4,950 leaf goals, 5,667 nodes, 31 anchors, 15 course shapes from the SIE…	60.0h	30m	1m	120.0x
2	Author the Insurance total-coverage corpus specification (specs/professional/Insurance/Insurance_Domain_Specification.json — 10 national clusters plus 51 jurisdiction-tagged state clusters, 2,954 leaf goals,…	45.0h	25m	1m	108.0x
3	Author the Medicine total-coverage corpus specification (specs/professional/Medicine/Medicine_Domain_Specification.json — 23 clusters, 6,493 leaf goals, 7,033 nodes, 117 anchors, 16 course shapes; the…	80.0h	45m	1m	106.7x
4	Documentation	64.0h	45m	1m	85.3x
5	Author the Management total-coverage corpus specification (specs/professional/Management/Management_Domain_Specification.json — 8 clusters, 1,495 leaf goals, 1,592 nodes, 22 anchors, 10 course shapes;…	24.0h	25m	1m	57.6x
6	Deployment	16.0h	22m	2m	43.6x
7	Deployment	15.0h	25m	1m	36.0x
8	Author the US Law total-coverage corpus specification (specs/professional/Law/US_Law_Domain_Specification.json — 18 clusters, 3,242 leaf goals, 3,464 nodes, 58 anchors, 5 course shapes) in the corpora…	40.0h	70m	1m	34.3x
9	Testing	28.0h	49m	8m	34.3x
10	Documentation	12.0h	22m	1m	32.7x
11	Deployment	28.0h	61m	4m	27.5x
12	Deployment	30.0h	88m	8m	20.5x
13	Testing	24.0h	78m	10m	18.5x
14	Testing	24.0h	82m	0m	17.6x
15	Testing	24.0h	83m	4m	17.3x
16	/findings run on [product]: verify, rank, and resolve a 5-finding review. All 5 confirmed with reproductions before any fix; 1 new S2 found during verification; all 6 fixed worst-first, each with a regression…	12.0h	44m	5m	16.4x
17	Infrastructure	20.0h	77m	6m	15.6x
18	Deployment	10.0h	41m	6m	14.6x
19	Real Estate total-coverage corpus (corpora program, wave 13): the 12-national-cluster skeleton (corpus.json, OUTLINES.md, 32 anchors, 109 course shapes — every state's salesperson and broker examination, the…	52.0h	270m	1m	11.6x
20	Behavioral Health total-coverage corpus (corpora program, wave 10): the 16-national-cluster skeleton + the 51 jurisdiction-tagged state law-and-ethics clusters generated from state_template.json (corpus.json,…	56.0h	300m	1m	11.2x
21	/findings round 2 on [product] — the owner's second same-evening review of the Clearance remediation (1 P2, 1 P3) plus an owner order to self-reaudit before claiming done. R1 (P2): testing-strategy.md and…	4.0h	22m	2m	10.9x
22	Education total-coverage corpus (corpora program, wave 12): the 14-national-cluster skeleton (corpus.json, OUTLINES.md, 25 anchors, 19 course shapes — Praxis PLT ×4/Core/ParaPro/SpEd/ESOL, SLLA/SSA, TExES…	46.0h	280m	1m	9.9x
23	Public Administration total-coverage corpus (corpora program, wave 5): the 8-cluster skeleton (corpus.json, OUTLINES.md, 21 anchors, 15 course shapes — the CGFM's three examinations as three clusters, the…	24.0h	152m	1m	9.5x
24	Public Service total-coverage corpus (corpora program, wave 4): the 11-cluster skeleton (corpus.json, OUTLINES.md, 21 anchors, 15 course shapes — three shared ability clusters, six occupational clusters, the…	30.0h	195m	1m	9.2x
25	Dental total-coverage corpus (corpora program, wave 4): the 14-cluster skeleton (corpus.json, 10,963-word OUTLINES.md, 40 anchors, 23 course shapes over DANB's 7 credentials + 13 component exams, the NBDHE,…	36.0h	235m	1m	9.2x
26	Deployment	36.0h	240m	15m	9.0x
27	/findings run on [product] — resolve the owner's 2026-08-27 code review of the Clearance review remediation ("not fully closed": 0 P0, 0 P1, 4 P2, 2 P3). All six resolved in one session, each verified with…	10.0h	73m	3m	8.2x
28	Safety total-coverage corpus (corpora program, wave 7): the 14-cluster skeleton (corpus.json, OUTLINES.md, 28 anchors, 16 course shapes — the seven BCSP examinations as tier cuts, the free OSHA-fundamentals…	34.0h	255m	1m	8.0x
29	Deployment	9.0h	70m	4m	7.7x
30	Nursing total-coverage corpus (corpora program, wave 6): the 22-cluster skeleton (corpus.json, OUTLINES.md, 69 anchors, 25 course shapes — NCLEX-RN/PN, REx-PN, CPNRE, NNAAP, MACE, the nursing-school companion…	48.0h	390m	1m	7.4x
31	Engineering total-coverage corpus + the two Mathematics course specs (corpora program, wave 9): the 14-cluster skeleton (corpus.json, 9,425-word OUTLINES.md, 35 anchors, 18 course shapes — FE…	40.0h	350m	1m	6.9x
32	Testing	10.0h	89m	3m	6.7x
33	Airmen total-coverage corpus (corpora program, wave 11): the 16-cluster skeleton (corpus.json, 14,400-word OUTLINES.md, 39 anchors, 16 course shapes — every FAA airman knowledge test private through ATP,…	42.0h	380m	1m	6.6x
34	Valuation total-coverage corpus (corpora program, wave 14): the 9-cluster skeleton (corpus.json, OUTLINES.md, 18 anchors, 3 course shapes — the AQB Licensed Residential, Certified Residential, and Certified…	18.0h	165m	1m	6.5x
35	Aircraft Maintenance total-coverage corpus (corpora program, wave 16): the 13-cluster skeleton (corpus.json, OUTLINES.md, 21 anchors, 5 course shapes — the FAA mechanic General, Airframe, and Powerplant…	30.0h	310m	2m	5.8x
36	Property Inspection total-coverage corpus (corpora program, wave 15): the 12-cluster skeleton (corpus.json, OUTLINES.md, 18 anchors, 3 course shapes — the NHIE, the Texas TREC examination, the New York…	15.0h	212m	1m	4.2x

Aggregate Statistics

Metric	Value
Total tasks	36
Qualified-senior-equivalent hours	1,096.0
Agent-session minutes	4,900
Covered operator minutes	102
Recorded tokens	0
Aggregate execution leverage	13.4x
Covered operator leverage	644.7x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 26, 2026

Wed, 26 Aug 2026 23:59:00 GMT

23 tasks. August 26, 2026 closed at 28.5x aggregate execution leverage across 956.0 qualified-senior-equivalent hours in 2,010 agent-session minutes. Covered operator leverage was 651.8x.

That is 23.9 qualified-senior-equivalent weeks. Task factors ranged from 7.1x to 96.7x. The largest project grouping contained 12 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Deployment	58.0h	36m	9m	96.7x
2	Audit and review	40.0h	25m	1m	96.0x
3	Deployment	40.0h	27m	1m	88.9x
4	Deployment	40.0h	27m	1m	88.9x
5	Design and frontend	40.0h	27m	1m	88.9x
6	Infrastructure	40.0h	27m	1m	88.9x
7	Testing	40.0h	31m	1m	77.4x
8	Deployment	40.0h	32m	1m	75.0x
9	Deployment	40.0h	34m	1m	70.6x
10	Deployment	40.0h	35m	1m	68.6x
11	Infrastructure	40.0h	37m	1m	64.9x
12	Infrastructure	40.0h	37m	1m	64.9x
13	Documentation	40.0h	41m	1m	58.5x
14	Documentation	40.0h	50m	4m	48.0x
15	Testing	28.0h	46m	2m	36.5x
16	Deployment	34.0h	61m	4m	33.4x
17	Deployment	15.0h	33m	3m	27.3x
18	Deployment	32.0h	76m	8m	25.3x
19	Deployment	125.0h	375m	12m	20.0x
20	Deployment	48.0h	207m	15m	13.9x
21	Infrastructure	10.0h	55m	1m	10.9x
22	[product]: re-certified commit bb6c883, which a storm outage had forced onto main behind SKIP_TESTS=1. The gate had never actually run against that content. Running it found SIX defects, stacked so each hid…	16.0h	101m	6m	9.5x
23	Clearance program — orchestrated the full remediation of a 14-finding Fable release-readiness review of [product] (3 P1, 7 P2, 4 P3), across four repos, as an 8-phase gated program with 20 delegated agent…	70.0h	590m	12m	7.1x

Aggregate Statistics

Metric	Value
Total tasks	23
Qualified-senior-equivalent hours	956.0
Agent-session minutes	2,010
Covered operator minutes	88
Recorded tokens	5,630,000
Aggregate execution leverage	28.5x
Covered operator leverage	651.8x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 25, 2026

Tue, 25 Aug 2026 23:59:00 GMT

21 tasks. August 25, 2026 closed at 55.6x aggregate execution leverage across 1,084.0 qualified-senior-equivalent hours in 1,169 agent-session minutes. Covered operator leverage was 448.6x.

That is 27.1 qualified-senior-equivalent weeks. Task factors ranged from 7.3x to 300.0x. The largest project grouping contained 11 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Content production	120.0h	24m	8m	300.0x
2	Testing	120.0h	24m	5m	300.0x
3	Testing	120.0h	36m	10m	200.0x
4	Documentation	40.0h	24m	3m	100.0x
5	Deployment	40.0h	27m	1m	88.9x
6	Deployment	40.0h	31m	2m	77.4x
7	Deployment	52.0h	46m	12m	67.8x
8	Deployment	40.0h	36m	1m	66.7x
9	Documentation	40.0h	36m	3m	66.7x
10	Testing	40.0h	37m	3m	64.9x
11	Content production	40.0h	43m	3m	55.8x
12	Deployment	40.0h	45m	3m	53.3x
13	Deployment	40.0h	45m	3m	53.3x
14	Deployment	54.0h	63m	13m	51.4x
15	Critical Path — the [product] AI Business vertical plan (vertical-plans program, line 6 of 18). client_record_id: f279cad6-43b6-4b33-bd05-948a2659d0b0. Three research agents (local grounding on the 2026-08-24…	40.0h	58m	2m	41.4x
16	Testing	36.0h	54m	12m	40.0x
17	Debugging	52.0h	83m	14m	37.6x
18	Documentation	40.0h	66m	3m	36.4x
19	Testing	42.0h	148m	16m	17.0x
20	Deployment	34.0h	128m	14m	15.9x
21	Deployment	14.0h	115m	14m	7.3x

Aggregate Statistics

Metric	Value
Total tasks	21
Qualified-senior-equivalent hours	1,084.0
Agent-session minutes	1,169
Covered operator minutes	145
Recorded tokens	0
Aggregate execution leverage	55.6x
Covered operator leverage	448.6x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 24, 2026

Mon, 24 Aug 2026 23:59:00 GMT

6 tasks. August 24, 2026 closed at 14.6x aggregate execution leverage across 264.0 qualified-senior-equivalent hours in 1,088 agent-session minutes. Covered operator leverage was 465.9x.

That is 6.6 qualified-senior-equivalent weeks. Task factors ranged from 10.4x to 45.0x. The largest project grouping contained 6 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Content remediation phase orchestrator ([product]): a Workflow script (phase.workflow.js) that dispatches one Opus agent per work package with a lane-capped, dependency-gated scheduler (≤10 concurrent, one…	12.0h	16m	3m	45.0x
2	Documentation	150.0h	590m	15m	15.3x
3	Testing	22.0h	91m	4m	14.5x
4	Test Prep Fidelity program — Fable-grade execution plan (fable-planner): ground-truth research across 11 [product] repos (6 parallel sweeps + live verification of SAT/PSAT/ACT/GRE/GMAT blueprints incl.…	32.0h	135m	2m	14.2x
5	Testing	28.0h	141m	6m	11.9x
6	Testing	20.0h	115m	4m	10.4x

Aggregate Statistics

Metric	Value
Total tasks	6
Qualified-senior-equivalent hours	264.0
Agent-session minutes	1,088
Covered operator minutes	34
Recorded tokens	2,000,000
Aggregate execution leverage	14.6x
Covered operator leverage	465.9x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 23, 2026

Sun, 23 Aug 2026 23:59:00 GMT

4 tasks. August 23, 2026 closed at 16.9x aggregate execution leverage across 349.0 qualified-senior-equivalent hours in 1,240 agent-session minutes. Covered operator leverage was 3490.0x.

That is 8.7 qualified-senior-equivalent weeks. Task factors ranged from 11.0x to 40.4x. The largest project grouping contained 3 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Deployment	64.0h	95m	1m	40.4x
2	Deployment	86.0h	150m	2m	34.4x
3	Testing	34.0h	95m	3m	21.5x
4	Deployment	165.0h	900m	0m	11.0x

Aggregate Statistics

Metric	Value
Total tasks	4
Qualified-senior-equivalent hours	349.0
Agent-session minutes	1,240
Covered operator minutes	6
Recorded tokens	0
Aggregate execution leverage	16.9x
Covered operator leverage	3490.0x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 22, 2026

Sat, 22 Aug 2026 23:59:00 GMT

9 tasks. August 22, 2026 closed at 7.5x aggregate execution leverage across 568.0 qualified-senior-equivalent hours in 4,545 agent-session minutes. Covered operator leverage was 757.3x.

That is 14.2 qualified-senior-equivalent weeks. Task factors ranged from 2.7x to 184.6x. The largest project grouping contained 4 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Implement the Glidepath content-addressed media composition service and portable playback engine, including persistence, provider adapters, REST and MCP interfaces, observability UI, migrations,…	120.0h	39m	1m	184.6x
2	Testing	68.0h	134m	6m	30.4x
3	Testing	24.0h	55m	15m	26.2x
4	Hero-image color-block defect: fleet-wide fix + reusable herokit toolkit	40.0h	109m	0m	22.0x
5	[product] P2 close + P3 contracts/boundaries (4 Opus subagents); critical pre-commit gate defect found, fixed, proven	92.0h	417m	0m	13.2x
6	Infrastructure	28.0h	146m	5m	11.5x
7	[product] marketing-site overhaul: tabs, per-product counts, nav, Features restructure, Certs rewrite, [unreleased product]/Enterprise design system — shipped to prod	34.0h	195m	0m	10.5x
8	Deployment	16.0h	150m	3m	6.4x
9	Deployment	146.0h	3300m	15m	2.7x

Aggregate Statistics

Metric	Value
Total tasks	9
Qualified-senior-equivalent hours	568.0
Agent-session minutes	4,545
Covered operator minutes	45
Recorded tokens	0
Aggregate execution leverage	7.5x
Covered operator leverage	757.3x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 21, 2026

Fri, 21 Aug 2026 23:59:00 GMT

7 tasks. August 21, 2026 closed at 18.6x aggregate execution leverage across 177.5 qualified-senior-equivalent hours in 572 agent-session minutes. Covered operator leverage was 289.4x.

That is 4.4 qualified-senior-equivalent weeks. Task factors ranged from 4.7x to 82.9x. The largest project grouping contained 3 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Testing	72.0h	52m	0m	82.9x
2	Testing	36.0h	70m	1m	30.8x
3	Coding	28.0h	64m	0m	26.0x
4	Flightline closeout amendment (Fable planning): ground-truth sweep (memory-fix commit state, decontam wiring branch, activity-ui august divergence, palette/requirements trace, client type gaps, live prod…	2.5h	9m	1m	16.7x
5	Infrastructure	7.0h	40m	3m	10.5x
6	Deployment	14.0h	105m	6m	8.0x
7	Debugging	18.0h	231m	25m	4.7x

Aggregate Statistics

Metric	Value
Total tasks	7
Qualified-senior-equivalent hours	177.5
Agent-session minutes	572
Covered operator minutes	37
Recorded tokens	0
Aggregate execution leverage	18.6x
Covered operator leverage	289.4x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 20, 2026

Thu, 20 Aug 2026 23:59:00 GMT

16 tasks. August 20, 2026 closed at 11.3x aggregate execution leverage across 310.0 qualified-senior-equivalent hours in 1,640 agent-session minutes. Covered operator leverage was 320.7x.

That is 7.8 qualified-senior-equivalent weeks. Task factors ranged from 4.0x to 46.7x. The largest project grouping contained 7 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Documentation	14.0h	18m	2m	46.7x
2	Infrastructure	32.0h	43m	1m	44.7x
3	Infrastructure	18.0h	45m	2m	24.0x
4	Deployment	22.0h	75m	4m	17.6x
5	Deployment	9.0h	35m	1m	15.4x
6	Testing	8.0h	35m	1m	13.7x
7	Deployment	11.0h	50m	2m	13.2x
8	[product] Infinite — re-tier the iOS test suite to unit-tests-only per owner directive, with an empirically-derived integration tier and a coverage ratchet. Classified all 53 test classes by running the full…	9.0h	41m	0m	13.2x
9	Deployment	22.0h	132m	0m	10.0x
10	Deployment	12.0h	72m	1m	9.9x
11	Migrate the 901-document [product] corpus to PubMark: flatten unit folders, absorb metadata sidecars into front matter, retire docgen/HTML/PDF, fold in and retire the [product] repo, relocate…	58.0h	380m	12m	9.2x
12	Corpus-wide staleness review and repair of the [product] documentation corpus (816 units): 30-rule staleness scanner, _staging reconciliation, 25 repair agents across 3 waves, 210 units repaired (471…	65.0h	432m	5m	9.0x
13	Deployment	3.0h	20m	1m	9.0x
14	Deployment	14.0h	108m	21m	7.8x
15	Testing	7.0h	64m	3m	6.6x
16	Deployment	6.0h	90m	2m	4.0x

Aggregate Statistics

Metric	Value
Total tasks	16
Qualified-senior-equivalent hours	310.0
Agent-session minutes	1,640
Covered operator minutes	58
Recorded tokens	2,361,229
Aggregate execution leverage	11.3x
Covered operator leverage	320.7x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 19, 2026

Wed, 19 Aug 2026 23:59:00 GMT

11 tasks. August 19, 2026 closed at 11.0x aggregate execution leverage across 607.0 qualified-senior-equivalent hours in 3,298 agent-session minutes. Covered operator leverage was 1251.5x.

That is 15.2 qualified-senior-equivalent weeks. Task factors ranged from 5.9x to 158.8x. The largest project grouping contained 8 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Documentation	72.0h	27m	0m	158.8x
2	Infrastructure	6.0h	11m	1m	32.7x
3	Documentation	10.0h	33m	1m	18.2x
4	Deployment	72.0h	270m	4m	16.0x
5	Code-Review Remediation ([ip-cluster]-service) — CR-P2 Wave B to its exit gate: R5 settings/startup boundary, R6 kind catalog + injected registries + composition root (stub-success deleted, exposing 7 of 83…	80.0h	311m	1m	15.4x
6	Deployment	120.0h	522m	5m	13.8x
7	Testing	48.0h	243m	2m	11.9x
8	Testing	10.0h	79m	1m	7.6x
9	Web Audit Remediation follow-on + production deploy ([product], [product]) — cleared every card the parent program's own execution surfaced, after the owner judged it not review-ready. Fixed a CRITICAL live…	50.0h	466m	4m	6.4x
10	Deployment	115.0h	1090m	5m	6.3x
11	Deployment	24.0h	246m	5m	5.9x

Aggregate Statistics

Metric	Value
Total tasks	11
Qualified-senior-equivalent hours	607.0
Agent-session minutes	3,298
Covered operator minutes	29
Recorded tokens	26,057,647
Aggregate execution leverage	11.0x
Covered operator leverage	1251.5x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 18, 2026

Tue, 18 Aug 2026 23:59:00 GMT

23 tasks. August 18, 2026 closed at 22.5x aggregate execution leverage across 1,230.0 qualified-senior-equivalent hours in 3,283 agent-session minutes. Covered operator leverage was 1232.1x.

That is 30.8 qualified-senior-equivalent weeks. Task factors ranged from 5.8x to 202.8x. The largest project grouping contained 6 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Coding	24.0h	7m	0m	202.8x
2	Documentation	60.0h	20m	0m	178.2x
3	Documentation	48.0h	20m	0m	144.0x
4	Coding	56.0h	24m	0m	139.2x
5	Coding	180.0h	95m	3m	113.7x
6	Coding	48.0h	26m	0m	111.6x
7	Coding	40.0h	25m	0m	97.6x
8	Documentation	40.0h	28m	0m	85.7x
9	Design and frontend	40.0h	37m	1m	64.9x
10	Coding	32.0h	42m	3m	45.7x
11	Design and frontend	24.0h	38m	1m	37.9x
12	Infrastructure	11.0h	19m	3m	34.7x
13	Testing	14.0h	35m	3m	24.0x
14	Documentation	12.0h	38m	5m	18.9x
15	Designed and implemented the PubMark Lesson Score 0.1 foundation for [product] fixed lessons: normative profile and schema, production validator and integrity sealing, real [product] conformance artifact,…	24.0h	91m	6m	15.9x
16	Testing	270.0h	1020m	18m	15.9x
17	Testing	22.0h	90m	3m	14.7x
18	Author the Accounting total-coverage corpus domain specification (Bar & Ledger program): 17 subject clusters, 3,238 leaf goals, 60-anchor cross-cluster prerequisite DAG, 15-course coverage map (CPA…	140.0h	610m	3m	13.8x
19	Infrastructure	68.0h	382m	5m	10.7x
20	MCP Retirement Program planning: fleet-wide research (5 parallel agents), 9-phase plan, durable state, Fable review gate	14.0h	83m	2m	10.1x
21	Design and frontend	32.0h	236m	1m	8.1x
22	Deployment	3.0h	29m	1m	6.2x
23	Deployment	28.0h	289m	1m	5.8x

Aggregate Statistics

Metric	Value
Total tasks	23
Qualified-senior-equivalent hours	1,230.0
Agent-session minutes	3,283
Covered operator minutes	60
Recorded tokens	8,222,637
Aggregate execution leverage	22.5x
Covered operator leverage	1232.1x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 17, 2026

Mon, 17 Aug 2026 23:59:00 GMT

32 tasks. August 17, 2026 closed at 14.6x aggregate execution leverage across 661.5 qualified-senior-equivalent hours in 2,723 agent-session minutes. Covered operator leverage was 339.2x.

That is 16.5 qualified-senior-equivalent weeks. Task factors ranged from 3.7x to 64.9x. The largest project grouping contained 10 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Debugging	50.0h	46m	5m	64.9x
2	v7 mega-wave: Business split from Certs (line 24, [cost]/mo, PMI-Schweser pricing research), ratified corpus-block schedule restated, English/Languages->Oct, feature lists +English/Languages/Business…	40.0h	47m	5m	50.7x
3	Infrastructure	32.0h	40m	5m	48.0x
4	Cross-platform program planning for a task-management product: measured test coverage across iOS, web and backend; root-caused live client HTTP failures to client-side API route drift by diffing the served…	20.0h	28m	5m	42.9x
5	Debugging	5.0h	7m	1m	42.9x
6	[ip-cluster] script-elimination wave 2: 6 scripts into dependency-injected tested server modules behind 3 new CLI groups, +280 tests, 3 latent defects found and fixed; NEW per-file 80% coverage ratchet; plus…	42.0h	62m	3m	40.6x
7	Deployment	20.0h	31m	4m	39.2x
8	Debugging	14.0h	27m	3m	31.1x
9	Testing	46.0h	96m	2m	28.8x
10	Accounting v5: EA (SEE) + CIA join the product — 10% Vision v5 cascade (base 190K, 19K plateau, [cost] line, [cost].58B destination), 2 new corpus clusters + 6 course specs planned, feature lists, both…	10.0h	22m	3m	27.8x
11	Documentation	18.0h	40m	5m	27.0x
12	Audit and review	4.0h	9m	1m	26.7x
13	Documentation	24.0h	56m	2m	25.7x
14	Coding	18.0h	48m	2m	22.5x
15	Documentation	26.0h	74m	3m	21.1x
16	Documentation	2.0h	7m	1m	17.1x
17	Infrastructure	13.0h	47m	4m	16.6x
18	Deploy notification-service to prod (arm64/Graviton via SSM) with the per-app APNs topic fix + migration 012; hand-verified what the deploy skipped (health 200, alembic 012 head, device-list 200 proving new…	5.0h	22m	2m	13.6x
19	[ip-cluster] [product]: relevance-ranked premises at 800 chars, ungated-count wiring across all gated phases, judge wall-clock guard on a real black-holed socket, script wave 1 (65->44), benchmarks coverage,…	72.0h	320m	12m	13.5x
20	Debugging	55.0h	251m	2m	13.1x
21	Debugging	9.0h	46m	2m	11.7x
22	Engine vector-architecture brief + S3 Vectors costing (published artifact, 3 options costed against measured volumes and real Cost Explorer spend), then script-elimination wave 3: content_screen.py into a…	26.0h	138m	6m	11.3x
23	Documentation	5.0h	30m	2m	10.0x
24	Infrastructure	11.0h	74m	3m	8.9x
25	Documentation	7.5h	60m	3m	7.5x
26	Deployment	2.0h	16m	2m	7.5x
27	iOS: root-caused and fixed empty course catalog (one string-typed passingScore killed Swift all-or-nothing decode); lenient+lossy catalog decoding; build-version stamping (AppBuildInfo, Home stamp, Settings…	14.0h	114m	4m	7.4x
28	Deployment	6.0h	52m	4m	6.9x
29	iOS 18 support: root-caused back-deployed isolated-deinit aborts (nonisolated deinit on 6 classes), full suite now runs on iOS 18.4 (was truncating at 386/2042 with 8 silent crash-restarts); fixed…	9.0h	92m	3m	5.9x
30	Audit and review	11.0h	118m	5m	5.6x
31	Infrastructure	13.5h	195m	8m	4.2x
32	Hangar: vertical-scoped ownership catalog ([product] + [product]) — persistent active-vertical store (localStorage + auth-service user_state, contract-tolerant ?vertical=/?plan= capture, newer-updatedAt race…	31.5h	508m	5m	3.7x

Aggregate Statistics

Metric	Value
Total tasks	32
Qualified-senior-equivalent hours	661.5
Agent-session minutes	2,723
Covered operator minutes	117
Recorded tokens	16,576,560
Aggregate execution leverage	14.6x
Covered operator leverage	339.2x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 16, 2026

Sun, 16 Aug 2026 23:59:00 GMT

34 tasks. August 16, 2026 closed at 18.6x aggregate execution leverage across 1,701.0 qualified-senior-equivalent hours in 5,479 agent-session minutes. Covered operator leverage was 523.4x.

That is 42.5 qualified-senior-equivalent weeks. Task factors ranged from 4.5x to 154.1x. The largest project grouping contained 25 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	Coding	150.0h	58m	12m	154.1x
2	Deployment	24.0h	18m	3m	80.0x
3	WP-SYN re-aim: ported 11 language content-type generators onto merged [ip-cluster] (2-repo port incl. discovering+rescuing a hidden dependency branch in [product][engine subsystem]-runtime, production…	80.0h	77m	2m	62.3x
4	Infrastructure	44.0h	62m	10m	42.6x
5	Testing	40.0h	61m	2m	39.3x
6	Infrastructure	16.0h	25m	6m	38.4x
7	Deployment	40.0h	63m	14m	38.1x
8	Coding	24.0h	49m	6m	29.3x
9	Documentation	16.0h	33m	2m	29.1x
10	Documentation	14.0h	29m	2m	29.0x
11	Deployment	400.0h	940m	12m	25.5x
12	Fable resumption planning for iOS coverage program: plan section 16 (R0-R5 blocker-first sequencing), 3.1 two-bundle amendment, STATE reconciliation to 40.36%+14 held commits, review-prompt resumption…	8.0h	20m	2m	24.0x
13	beautiful-mermaid occupancy layout engine: built to 0 defects across all 11 invariants on 192-figure [ip] corpus; closed 6 owner-reported structural defects	120.0h	300m	15m	24.0x
14	Documentation	14.0h	38m	10m	22.1x
15	[product] iOS coverage program R0-R5: root-caused the test-host crash blocker (d5a2a720) from 37 unread crash reports - three real audio defects, two shipping crashes - fixed all plus a fourth found by…	70.0h	204m	8m	20.6x
16	[product] iOS: wired TTS through the gateway (dead code, zero call sites); fixed iOS-27-only builds (XcodeGen emitted no deployment target, artifact-verified 18.0); found and fixed the ADR-0020 dead-host…	34.0h	100m	4m	20.4x
17	Design and frontend	3.0h	10m	1m	18.6x
18	Deployment	14.0h	47m	4m	17.9x
19	Infrastructure	10.0h	35m	2m	17.1x
20	Testing	7.0h	25m	2m	16.8x
21	Design and frontend	140.0h	568m	9m	14.8x
22	Root-caused the canary observability blackout across three layers (CLI never called configure_logging so lastResort discarded every INFO milestone; stdout block-buffering; unconditional in-process torch load)…	14.0h	58m	3m	14.5x
23	Testing	28.0h	118m	4m	14.2x
24	[ip-cluster] [product]: full-suite green + 88.23% coverage baseline (P0 exit), root-caused and fixed both threads of the c70f63c7 flake family, merged P4.T1, triaged all 65 [ip-cluster] board cards with…	56.0h	247m	6m	13.6x
25	beautiful-mermaid mermaid-rebuild-2 Fable planning: ground-truth measurement, four-docs update, successor plan + state + adversarial review gate	10.0h	45m	5m	13.3x
26	[product] coverage overnight segment (paused session, logged per handoff): [ip-cluster] batches 1-3 + activities batch 1 (58 files to >=50%), ApertureInteractions 14,379-line/85-type file split into 85 files,…	150.0h	742m	5m	12.1x
27	Testing	32.0h	167m	9m	11.5x
28	Debugging	48.0h	298m	6m	9.7x
29	Deployment	10.0h	70m	3m	8.6x
30	Owner defect batch wave 1: 14 cards filed; purchase modal rebuilt (title, catalog counts, trial, spinner) via subscribe-react 0.4.1; title-case convention across 4 clients; [product] uploads routes + [model]…	16.0h	175m	6m	5.5x
31	Fixed [product] Apple redirect URI (retired auth host -> Concourse gate, closed an allowlist-widening side effect) + terraform comment correction, deployed [product] (td :46) and [product] to prod with live…	2.0h	22m	2m	5.5x
32	Coding	4.0h	45m	4m	5.3x
33	August I3 overnight: canary campaign root-causing ~14 pipeline defects (silent logging, unchunked [engine subsystem] dispatch + silent grounding degrade, premise truncation, content_profile/DEFAULT_PIPELINE…	60.0h	690m	12m	5.2x
34	Diagnosed and fixed silent Google sign-in failure in prod: CSP blocked accounts.google.com so GIS never loaded and the button container rendered empty; fixed live CloudFront policy + terraform, extended the…	3.0h	40m	2m	4.5x

Aggregate Statistics

Metric	Value
Total tasks	34
Qualified-senior-equivalent hours	1,701.0
Agent-session minutes	5,479
Covered operator minutes	195
Recorded tokens	41,761,000
Aggregate execution leverage	18.6x
Covered operator leverage	523.4x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 15, 2026

Sat, 15 Aug 2026 23:59:00 GMT

18 tasks. August 15, 2026 closed at 33.1x aggregate execution leverage across 1,251.5 qualified-senior-equivalent hours in 2,266 agent-session minutes. Covered operator leverage was 774.1x.

That is 31.3 qualified-senior-equivalent weeks. Task factors ranged from 2.2x to 106.0x. The largest project grouping contained 13 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	I3 launch-six language fan-out: 6 total-coverage corpora authored+merged (German 406/Japanese 425/Italian 385/French 402/Mandarin 414/Turkish 377 leaves, exam-formats web-verified) + AP-2027 reconciliation…	500.0h	283m	2m	106.0x
2	Fable-planned the mermaid-rebuild program for libs/beautiful-mermaid: rewrote the four docs against measured reality, authored a 10-phase 44-task gated plan, durable state file with resume protocol,…	16.0h	14m	2m	68.6x
3	Documentation	28.0h	27m	2m	62.2x
4	I3 template phase: Spanish+English total-coverage corpora (591 leaves) + canonical concept lists (8352 vocab/1045 verbs) + pedagogy review, TOEFL-2026 rebuild, concept alignment + gap remediation (7 Fable…	340.0h	345m	10m	59.1x
5	Audit and review	30.0h	35m	4m	51.4x
6	Deployment	90.0h	187m	8m	28.9x
7	[product] iOS coverage & DI sub-program planned at Fable grade (ship P12.T1 via /fable-planner): ground-truth research (card, baseline provenance, per-directory LOC sweep, singleton/protocol/seam census,…	16.0h	38m	2m	25.3x
8	Proving Flights program planning (fable-planner): pause-file resume, routing-gate repair (28 stale assertions across 8 test files to owner-ruled values, 200 green), routing recommit relaunch, program…	14.0h	35m	2m	24.0x
9	Audit and review	6.0h	20m	2m	18.0x
10	Infrastructure	32.0h	120m	10m	16.0x
11	[product] iOS Coverage & DI Program: C0 (coverage pipeline + baseline v2 + seeded floor trials + checkpoint re-derivation) and C1 (4 DI seams, fixture library, 4 money assertions, card 5e762665 closed); found…	36.0h	139m	10m	15.5x
12	[product] iOS: 5% breadth coverage pass across 4 batches taking overall 12.12->27.62%; split ApertureInteractions (14,379 lines/85 types) and AppState (2,097/234 members), both verified pure moves; found and…	40.0h	200m	15m	12.0x
13	Deployment	19.5h	112m	8m	10.4x
14	Documentation	6.0h	35m	2m	10.3x
15	[product] iOS Coverage Program C2 wave 1 (two parallel Sonnet campaigns), salvage after both agents died to a session limit, merge+verify to 12.12%/1450 tests, then TestFlight build 3 built, uploaded,…	28.0h	180m	4m	9.3x
16	Deployment	32.0h	240m	8m	8.0x
17	Audit and review	12.0h	91m	1m	7.9x
18	Deployment	6.0h	165m	5m	2.2x

Aggregate Statistics

Metric	Value
Total tasks	18
Qualified-senior-equivalent hours	1,251.5
Agent-session minutes	2,266
Covered operator minutes	97
Recorded tokens	21,188,000
Aggregate execution leverage	33.1x
Covered operator leverage	774.1x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 14, 2026

Fri, 14 Aug 2026 23:59:00 GMT

30 tasks. August 14, 2026 closed at 17.3x aggregate execution leverage across 729.5 qualified-senior-equivalent hours in 2,531 agent-session minutes. Covered operator leverage was 293.8x.

That is 18.2 qualified-senior-equivalent weeks. Task factors ranged from 4.0x to 42.4x. The largest project grouping contained 17 entries.

Task Log

#	Task	Senior Est.	Agent Session	Operator	Factor
1	I3 English+Languages Waves 1-2: 3 ADRs + canon/trademarks, catalog 57->72 with skill axis, 11 language schemas + ContentProfile threading, Spanish/English template corpora (373 leaves), 10 [content…	120.0h	170m	3m	42.4x
2	Documentation	88.0h	145m	4m	36.4x
3	Debugging	32.0h	55m	4m	34.9x
4	Progression hero fleet: authored 68 content-specific cinematic scene prompts, built reusable FLUX 1.1-pro renderer tool, generated + deployed photorealistic heroes for every page (steampunk plates retired),…	14.0h	25m	3m	33.6x
5	Progression site: Analytics nav consolidation + /analytics/ page, tree pin/freeze + keystone highlighting, WCAG 2.2 AA remediation of all 9 audit findings (320px reflow, contrast tokens, atlas text…	20.0h	36m	6m	33.3x
6	Progression appendix overhaul + section-paged reader: deleted appendices B/C + risk matrix, relettered A-G, linked all 63 reading/resource items, authored 404 company descriptions, deep-linked 825 chapter…	30.0h	55m	8m	32.7x
7	Progression Tree + publishing: authored 80-node/102-edge advance dependency DAG with build-time validation and layered layout, /tree/ SVG renderer (ancestry/unlock lighting, chapter links, nav+icon); book…	26.0h	50m	4m	31.2x
8	Progression ch4 prototype: photorealistic content-specific hero via Replicate FLUX, Path Forward rendered as brass-spine era timeline (generic transform, 9 chapters), Notable Players relocated pre-endnotes…	18.0h	45m	6m	24.0x
9	Progression staleness + typography round: ch4 Notable Players rewritten as 34 individual current-to-2026 cards (GLP-1 cardio, amyloid antibodies, liquid biopsy, new AI Drug Discovery section), 7 new players…	20.0h	50m	6m	24.0x
10	Progression book press round: print/ebook structure parity with the site (players pre-endnotes, plain endnote heads), small-type endnotes in both formats, elegant LaTeX design (letterspaced chapter openings,…	14.0h	40m	4m	21.0x
11	Progression ledger rework: retired reader-entered predictions; /ledger/ now a curated register of all 538 auto-extracted forecasts with stable ids + hand-maintained achievement overlay (the single post-launch…	12.0h	35m	5m	20.6x
12	[product] iOS Ship Program P0+P1: environment/baseline gate (suite 1065/1065, board zero-drift reconcile, stale card closed) then killed the entityId "current" sentinel across 23 call sites in 14 files behind…	18.0h	53m	10m	20.4x
13	Progression cards follow-through: description absorption for blank-line entries (53 stranded blurbs -> 0), registry sweep to 355 companies/50 aliases incl. defunct-player support (395 cards), and a prose…	12.0h	40m	5m	18.0x
14	Coding	14.0h	48m	8m	17.5x
15	Deployment	30.0h	105m	4m	17.1x
16	Deployment	9.0h	36m	6m	15.0x
17	iOS Ship Program planning (/fable-planner): resumed pause file, mapped 60-card iOS board + prior parity program (E8/WP-4.1/WP-6.5 archaeology), verified 2026 App Store rules, authored 14-phase plan + durable…	10.0h	41m	2m	14.8x
18	Deployment	36.0h	163m	6m	13.3x
19	charlessieg.com mobile overflow diagnosis and fix (4 distinct causes), 12 UI changes, production promotion, removal of 11 stale prod objects incl. 2 unpublished drafts serving a staging preview gate	26.0h	118m	10m	13.2x
20	I2-5b: argument_map_builder de-GED gating/config + Answer-Choice Elimination Trainer full build across 5 repos (agent-built, orchestrator-supervised)	28.0h	138m	2m	12.2x
21	Deployment	8.0h	43m	2m	11.2x
22	Fixed the real cause of stray timeline year markers (entry dates used the standalone-marker class); Career tab first; [product] AI linked	4.0h	22m	4m	10.9x
23	August program resume day: 10-day-gap reconciliation, august→main merges across 8 repos with suite verification, plan Rev 2.2 + tracker/ledger reconciliation, ExamAttemptRow nullable migration (4-gate saga…	26.0h	146m	3m	10.7x
24	Deployment	14.0h	79m	2m	10.6x
25	Deployment	48.0h	288m	8m	10.0x
26	Deployment	10.0h	62m	3m	9.7x
27	Fixed 2 fleet process defects (worktree catalog-path resolution + merge commits bypassing the test gate) with mutation-verified regression tests and a 27-repo hook rollout; reviewed and merged a 1,227-line…	20.0h	149m	5m	8.1x
28	Audit and review	5.0h	40m	2m	7.5x
29	Progression fix round: referenced-by grid collapse for unnumbered chapters, keyboard-only section focus ring, endnote popup tick aimed at reference number on narrow viewports; headless-verified and deployed…	1.5h	14m	2m	6.4x
30	Flight Plans session 2026-08-13/14: four owner-directed fixes, app.[product].ai Route53 go-live, session self-audit, 11-stage [ip-cluster] consolidation replan	16.0h	240m	12m	4.0x

Aggregate Statistics

Metric	Value
Total tasks	30
Qualified-senior-equivalent hours	729.5
Agent-session minutes	2,531
Covered operator minutes	149
Recorded tokens	22,383,600
Aggregate execution leverage	17.3x
Covered operator leverage	293.8x

Interpretation

This is one unusually experienced operator's record under unusual working conditions, not a general benchmark. The complete reconciled snapshot is available for download.

Leverage Record: August 13, 2026

Thu, 13 Aug 2026 23:59:00 GMT

25 tasks. August 13, 2026 closed at 9.4x weighted leverage across 554.0 human-equivalent hours in 3,538 minutes of wall-clock time. Supervisory leverage came in at 339.2x.

That is 13.8 weeks of human-equivalent throughput in 59.0 hours. The ceiling was 29.6x; the floor was 3.6x. 22 of the 25 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	[ip-cluster] P2 engine runtime + P3 web surfaces: 11 tasks via 7-way parallel worktree fan-out against a frozen cross-repo contract (RefresherConfig, staleness scorer, contradiction capture, composition…	120.0h	243m	8m	29.6x
2	charlessieg.com instrument-template rebuild: 12 templates + SCSS design system, books page with 3 Replicate-generated covers + typographic compositing, context-specific post subtitles, regenerated all 157…	75.0h	180m	12m	25.0x
3	avian-app-ios WP-2.1 Today-first Dashboard rebuild (web-parity IA + 3 latent-defect fixes)	14.0h	58m	1m	14.5x
4	avian-app-ios WP-3.4 autopilot/Afterburner/Convoy + exam remediation (+decode-gap fix)	18.0h	79m	1m	13.7x
5	avian-app-ios WP-2.3 Position Fix + Direct-To focus (CalibrateView flow + focus rail + bus events)	12.0h	66m	1m	10.9x
6	avian-app-ios WP-2.5 Review Queue + bell (9+ cap) + Practice hub	11.0h	67m	1m	9.9x
7	WP-5.2 on-device flashcard gen: multimodal iOS27 finding; My-cards deck + practice view; credit-unreachability lint; 41 tests; merge	14.0h	87m	2m	9.7x
8	avian-app-ios WP-2.2 Course-detail 5-tab (fold+delete Trajectory/Curriculum/Autopilot, study-plan+exam-tips; resumed after API drop)	14.0h	90m	1m	9.3x
9	WP-5.1 on-device explain-simpler: SDK-verified streaming service + seam; 2 surfaces; live rephrase proven; 19 tests; i18n; merge	10.0h	67m	2m	9.0x
10	WP-4.2 APNs client half: per-config aps-environment across 4 targets; auth triggers; idempotent register/unregister; 20 tests; ASC push-capability fix; merge	8.0h	58m	2m	8.3x
11	WP-3.3 case-study grading E2E + domain glossary: engine POST wiring; outcome seam; orphaned phase fix; 23 tests; merge — closes Phase 3	9.0h	68m	2m	7.9x
12	Refactoring	40.0h	310m	14m	7.7x
13	WP-5.0 Xcode 27 + Liquid Glass migration: SDK raise at 755/755 parity; Swift 6.4 semantic fix; deprecations header-verified; design-system audit (zero changes); toolchain pin + beta lane constraint; merge	16.0h	125m	3m	7.7x
14	avian-app-ios WP-2.6 Profile/Settings parity (self-service MFA enrollment + activity-prefs + CrossDomain decode fix + a11y fixes)	12.0h	95m	1m	7.6x
15	avian-app-ios WP-3.5 onboarding resume-upload fix (real endpoint + auto-bug-file)	5.0h	44m	1m	6.8x
16	App-Store prep Test Prep + AP/IB: bundle ids w/ SIWA-primary via API; AASA 4 ids; SSM v4 + avian-api deploy; new AP target (configs/icons/scheme/registry/tests)	5.0h	45m	2m	6.7x
17	WP-4.3 event-bus parity audit: 27-type map vs Python source; 2 gaps wired; compiler-exhaustive enum refactor; 16 tests; cross-repo drift found+carded; merge	5.0h	45m	2m	6.7x
18	Documentation	101.0h	1012m	25m	6.0x
19	avian-app-ios Certs TestFlight ship: pipeline+archive+ASC bundle-id debug/rename; SIWA prod infra (SSM v3 + avian-api:39 + AASA); unit-only commit gate; parity program restart	7.0h	72m	4m	5.8x
20	Debugging	14.0h	145m	6m	5.8x
21	WP-3.6 offline credit queue: resume stopped worktree; verify inherited diff vs web parity; 15 regression tests; merge	10.0h	105m	2m	5.7x
22	avian-app-ios WP-3.1 engine-driven interaction formats (5 kinds live dispatch + 2 bug fixes; stall+resume)	14.0h	169m	1m	5.0x
23	avian-app-ios WP-2.4 Progress hub + Timeline + Concept Biography (fail-soft, no analytics dup)	10.0h	146m	1m	4.1x
24	avian-app-ios WP-3.2 question-bank parity audit + silent-failure fix	4.0h	62m	1m	3.9x
25	WP-3.7 labs hand-off: resume stopped worktree; verify vs web routes/hosts; 11 URL tests; merge	6.0h	100m	2m	3.6x

Aggregate Statistics

Metric	Value
Total tasks	25
Total human-equivalent hours	554.0
Total Claude minutes	3,538
Total supervisory minutes	98
Total tokens	24,606,000
Weighted average leverage factor	9.4x
Weighted average supervisory leverage factor	339.2x
Human-equivalent weeks	13.8

Analysis

The highest factor of the day came in at 29.6x and the lowest at 3.6x, a spread of 8.2 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 120.0 of the 554.0 human-equivalent hours, or 22 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 98 minutes against 3,538 minutes of execution, a ratio of about 1 to 36. Supervisory leverage of 339.2x 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.

The 29-Year Payback

Thu, 13 Aug 2026 00:45:00 GMT

Cross-posted from the Renkara engineering blog. This version is the personal one — what the numbers did to my thinking, rather than what they are.

I spent last night pulling apart our AWS bill, and somewhere around midnight I ended up costing out a decision I made five months ago without ever really checking it.

Since March I've built 33 internal tools instead of buying the commercial equivalents. Defect tracking instead of Jira. Chat instead of Slack. Observability instead of Datadog. Accounting instead of QuickBooks. At the time this felt obviously correct in the way things feel obviously correct when you want to do them anyway.

So I ran the numbers properly. Three of them.

What the commercial stack would cost. Twenty-six of those tools map onto a product somebody sells by the seat. At four people, list price, that stack is $52,560 a year. Force in the two products that have no four-person price at all — Glean wants a 100-seat floor, patent portfolio management is quote-only — and it's $127,560.

What mine costs. $280 a month. $3,354 a year. Fifteen production services on six vCPUs and a small Postgres.

What it cost to build. This is the one I hadn't looked at. I log every session to my own leverage tracker with an estimate of how long the same work would have taken a senior engineer who already knew the codebase. Across 397 sessions: 14,105 human-equivalent hours against 225 hours of actual wall-clock time. A factor of 62.7.

Fifteen times cheaper to run. Great. That's the number you put on a slide, and it's the least interesting thing here.

The number that stopped me

14,105 hours is 7.1 person-years. At a $100/hour loaded rate that's $1.41 million.

Spending $1.41M to avoid $49K a year of software is a 29-year payback.

I sat with that for a while, because it means that if I'd had to pay engineers to build this, building it would have been an act of genuine stupidity. Not a close call. Not "defensible if you value control." Stupid. Any competent engineering leader would have killed it in the first meeting and they would have been completely right.

The reason it wasn't stupid is that I didn't spend $1.41M. I spent 225 hours and a subscription.

What I actually learned

I've been telling myself a story where I built these tools because SaaS is overpriced, or because integration between vendors is bad, or because I wanted control over my own data. Those things are all true and none of them are the reason. Plenty of people believe all three and still buy Jira, correctly.

The real reason is that the build number moved and I hadn't consciously noticed.

Build-versus-buy has always been a comparison between one large known cost and one small recurring one. Buy won nearly every time, and it won for a good reason: the build side was enormous, because software took human-years. Every rule of thumb I absorbed over twenty years — don't build what you can buy, focus on your core competency, undifferentiated heavy lifting — is downstream of that one fact.

When the build side drops by a factor of sixty, those rules don't bend at the edges. They break for a whole category of software that was never remotely close before.

The uncomfortable part is that I made this decision on instinct in March and only checked it in August. I got the right answer for reasons I couldn't have articulated at the time. That's not judgement, that's luck with good ergonomics.

The caveats I owe you

The leverage estimates are mine. I made them, about my own work, at the time I did it. They're a considered figure and not a measurement, and if you want to discount them 30% the argument survives fine.

The SaaS prices are list. Real contracts land 10–30% lower. Doesn't change the shape.

And building means owning. Every one of those 33 tools is now mine to patch and migrate and keep alive at 2am. That cost is real, it's ongoing, and it doesn't show up in the $280. It's tolerable for exactly the same reason the build was — maintenance got cheap by the same factor — but "tolerable" is doing real work in that sentence.

I'd also add: this worked for operational tooling. Known requirements, one user, no compliance surface, and I can walk down the hall to the product owner because he's me. I am not about to write my own database.

Where I've landed

The thing I keep turning over isn't the $49K. It's that a rule I'd internalized so deeply I stopped seeing it as a rule — don't build what you can buy — turns out to have been a statement about the price of engineering hours, wearing a costume as a principle.

The hours got cheap. The principle was never load-bearing on its own.

I don't think that generalizes to everything, and I'm suspicious of anyone who says it does. But it generalized further than I expected, and I found that out by accident rather than by checking. So: check. The arithmetic most of us are carrying around is correct against a number that stopped being true.

Leverage Record: August 12, 2026

Wed, 12 Aug 2026 23:59:00 GMT

19 tasks. August 12, 2026 closed at 18.8x weighted leverage across 578.0 human-equivalent hours in 1,843 minutes of wall-clock time. Supervisory leverage came in at 578.0x.

That is 14.4 weeks of human-equivalent throughput in 30.7 hours. The ceiling was 57.4x; the floor was 1.7x. 18 of the 19 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Infrastructure	45.0h	47m	3m	57.4x
2	Audit and review	14.0h	16m	4m	52.5x
3	[ip-cluster] cross-domain refresher design artifact + [ip] CIP round (KK/BB/CC) + portfolio consistency sweep	30.0h	41m	3m	43.9x
4	[ip-cluster] build program planning: 7-repo phased plan + durable state + Fable review gate + four-docs updates	16.0h	25m	1m	38.4x
5	Charter program planning — cross-repo build plan for doc-upload private domains + Concourse unified gate (4-agent research sweep; master plan + durable state + Fable review gate)	32.0h	52m	5m	36.9x
6	Testing	120.0h	214m	2m	33.6x
7	Documentation	32.0h	68m	3m	28.2x
8	Audit and review	28.0h	62m	2m	27.1x
9	avian-admin-ios repo bootstrap: four docs + phased iOS/iPad build plan + fleet registry updates	10.0h	24m	3m	25.0x
10	avian-admin-ios build program: phases 0-5 orchestrated with Opus agents — full iPhone+iPad admin app + OIDC auth + SSE + 237 tests	140.0h	406m	2m	20.7x
11	Produce first 4 demo films end-to-end (H1/H2/H3-AP/H3-TP): stand up full local stack (api+engine+content_r4+SPA); build persona seeder (570 answers + 3 graded exams); fix 5 capture defects; render 1080p mp4 +…	26.0h	105m	3m	14.9x
12	avian-admin-ios Release-build fix (#Preview/nav #if DEBUG guards, 27 files) + full TestFlight delivery (archive, cloud distribution signing, app record, export compliance, internal testing) via ASC API	6.0h	25m	10m	14.4x
13	Fleet branch reconciliation: 140 repos audited, 78 promoted staging->main, 22 reverse-merges, 3 defects fixed, provenance breach found, tests+libs+artifact	26.0h	124m	6m	12.6x
14	avian-app-ios WP-1.4 src/ reorganization (Opus agent: git-mv 200 files into src/ groupings + project.yml rebuild + cross-repo feature-registry repoint + tooling audit; orchestrator verify+merge+cross-repo…	10.0h	51m	1m	11.8x
15	avian-app-ios WP-2.0 per-product build matrix + app-icon family (Opus agent: project.yml AppTargetBase + 3 targets certs/parked/skeleton + Vertical.swift gating + icon family; orchestrator verify+merge)	14.0h	85m	1m	9.9x
16	avian-app-ios WP-1.2 readiness truth (Opus agent: wire predictReadiness/forecast live + regression test + cross-account leak fix; orchestrator verify+merge)	8.0h	58m	1m	8.3x
17	avian-app-ios WP-1.1 assistant revival (Opus agent: mount ChatPanelView + send/history/clear + live SSE streaming parity + keychain test-leak fix; orchestrator verify+merge)	12.0h	214m	1m	3.4x
18	Infrastructure	6.0h	118m	8m	3.1x
19	avian-app-ios WP-1.3 dead-code purge (Opus agent: delete DomainSelectView/PlaceholderActivityView/TelemetryBuffer + dead POST + stale docs, grep-verified, tombstones kept; orchestrator verify+merge)	3.0h	108m	1m	1.7x

Aggregate Statistics

Metric	Value
Total tasks	19
Total human-equivalent hours	578.0
Total Claude minutes	1,843
Total supervisory minutes	60
Total tokens	21,435,000
Weighted average leverage factor	18.8x
Weighted average supervisory leverage factor	578.0x
Human-equivalent weeks	14.4

Analysis

The highest factor of the day came in at 57.4x and the lowest at 1.7x, a spread of 34.5 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 45.0 of the 578.0 human-equivalent hours, or 8 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 60 minutes against 1,843 minutes of execution, a ratio of about 1 to 31. Supervisory leverage of 578.0x 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.

Leverage Record: August 5, 2026

Wed, 05 Aug 2026 23:59:00 GMT

2 tasks. August 5, 2026 closed at 9.0x weighted leverage across 26.0 human-equivalent hours in 174 minutes of wall-clock time. Supervisory leverage came in at 222.9x.

That is 0.7 weeks of human-equivalent throughput in 2.9 hours. The ceiling was 14.6x; the floor was 4.8x. The day's work was spread across several areas.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Commit+push all 102 AVIAN repos: fixed 6 pre-existing test/type failure sets, generated 136-repo clone script + portable environment archive, triggered S3 DR sync	18.0h	74m	6m	14.6x
2	Deployment	8.0h	100m	1m	4.8x

Aggregate Statistics

Metric	Value
Total tasks	2
Total human-equivalent hours	26.0
Total Claude minutes	174
Total supervisory minutes	7
Total tokens	1,050,000
Weighted average leverage factor	9.0x
Weighted average supervisory leverage factor	222.9x
Human-equivalent weeks	0.7

Analysis

The highest factor of the day came in at 14.6x and the lowest at 4.8x, a spread of 3.0 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 18.0 of the 26.0 human-equivalent hours, or 69 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 7 minutes against 174 minutes of execution, a ratio of about 1 to 25. Supervisory leverage of 222.9x 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.

Leverage Record: August 4, 2026

Tue, 04 Aug 2026 23:59:00 GMT

40 tasks. August 4, 2026 closed at 14.0x weighted leverage across 786.5 human-equivalent hours in 3,362 minutes of wall-clock time. Supervisory leverage came in at 386.8x.

That is 19.7 weeks of human-equivalent throughput in 56.0 hours. The ceiling was 62.8x; the floor was 1.7x. 27 of the 40 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Documentation	68.0h	65m	2m	62.8x
2	Audit and review	28.0h	30m	3m	56.0x
3	Documentation	32.0h	40m	5m	48.0x
4	Infrastructure	28.0h	38m	2m	44.2x
5	Create /fable-planner skill - Fable-gated program planner producing four docs and phased Opus/Sonnet execution plans	2.5h	4m	5m	37.5x
6	Infrastructure	32.0h	63m	3m	30.5x
7	Deployment	26.0h	68m	3m	22.9x
8	Fable planning: model-scorecard program (research + four docs x3 repos + phased plan + state + Fable review gate)	26.0h	70m	2m	22.3x
9	Documentation	34.0h	96m	6m	21.2x
10	Documentation	14.0h	42m	3m	20.0x
11	Testing	16.0h	50m	5m	19.2x
12	Model-Scorecard program: P0 baseline + P1.T1 benchmarks package + P4 phase-scoped routing live on the daemon + 5 production defects found/fixed with regression tests + 2 real benchmark runs	130.0h	445m	12m	17.5x
13	Testing	16.0h	57m	2m	16.8x
14	13-site UI/UX audit remediation: canon-driven facts fleet-wide, dropdown a11y rebuild, responsive tables, CTA/posture truthing, [unreleased product] shell migration, GED+Certs compact pilots, Playwright+axe…	100.0h	362m	3m	16.6x
15	iOS plan approval pass: decisions D1-D5 recorded, WP rewrites, STATE+ledger scaffolding, ASC runbook, labs-deferral card	2.5h	10m	2m	15.0x
16	iOS productization steer: D9 per-product builds + icon family, D10 price parity, WP-2.0/4.0 added, ASC runbook rewrite	2.0h	8m	2m	15.0x
17	Coding	7.0h	28m	2m	15.0x
18	Electron: canon-driven LaunchPromoBanner + 7 stale-content fixes across 2 surfaces, 33 tests (A-ELEC Opus agent)	8.0h	33m	2m	14.5x
19	Phase-2 content repair: R4 complete, dedupe 14665->5265, deictic stems -26%/explanations -41%, math markup pushed, 2 transform bugs + 1 platform bug caught pre-push, [cost]spend (R-EXEC Opus agent)	26.0h	115m	2m	13.6x
20	avian-content-checks: JudgeClient/BudgetMeter thread safety + gate_report schema-pin test (A-CHECKS Opus agent)	5.0h	24m	2m	12.5x
21	run-smoke self-heal + smoke-user deletion forensics (audit_logs empty — actor unidentifiable) + 3 follow-up cards (A-SMOKE Opus agent)	6.5h	32m	2m	12.2x
22	[engine subsystem]: benchmark spend->ledger + findings current-version default + hub key-scrub done right (kept benchmark keys, filed doc-contradiction card) (A-[engine subsystem] Opus agent)	9.0h	45m	2m	12.0x
23	iOS plan: WP-1.4 src/ reorganization added (sequencing, registry/tooling path scope, exit gates)	1.0h	5m	1m	12.0x
24	Testing	1.5h	8m	2m	11.2x
25	iOS parity WP-0.2: catalog stale-while-revalidate (disk cache, explicit load state, skeleton/error+Retry), host out of Swift into xcconfig, Associated Domains repointed; 20 tests	12.0h	64m	4m	11.2x
26	[ip-cluster] first-3 cards: [engine subsystem] judge-role swap + regression guard; ANN debt cleared in 2 test files; [engine subsystem] CLAUDE.md benchmark-keys exception; board-state corrected (56/81 already…	5.0h	27m	1m	11.1x
27	iOS parity WP-4.0: environment-scoped App Store Server Notifications V2 (per-env SignedDataVerifier + data-layer guard), 66 tests incl. real x5c chain	10.0h	58m	4m	10.3x
28	Testing	18.0h	105m	6m	10.3x
29	Phase-2 drain: dedupe 14665->13, deictic stems -58%, explanations -89%, ISACA matcher root-cause corrected + husks repaired, closing audit locked, 3 findings filed (R-FINISH Opus agent)	32.0h	190m	2m	10.1x
30	Design and frontend	12.0h	85m	3m	8.5x
31	iOS parity WP-0.3: anonymous public domain catalog in avian-api (optional-user dep, public_only forced for anonymous) + iOS OIDC retirement note; live-probed electron/[unreleased product] prod sign-in breakage	4.0h	33m	4m	7.3x
32	Audit and review	5.0h	43m	2m	7.0x
33	Debugging	5.0h	46m	2m	6.5x
34	Debugging	14.0h	142m	4m	5.9x
35	Deployment	10.0h	105m	2m	5.7x
36	Testing	5.0h	59m	3m	5.1x
37	Engine: unmapped question-type WARNING + evidence-based code-scenarios->mcq mapping, fleet re-audit clean (A-ENG Opus agent)	3.5h	43m	2m	4.9x
38	Debugging	14.0h	240m	2m	3.5x
39	iOS parity WP-0.6: prod-API posture + launch-time unreachable-gateway banner (3s Task-cancellation deadline, dedicated session, offline/unreachable mutual exclusion); root-caused an XCUIAccessibilityAudit…	10.0h	175m	4m	3.4x
40	Product-listing regroup across 14 sites: Available Now / Free Forever / Coming Soon (launch-date order) on shared products page + gateway router, August→September launch slip via canon, full-family redeploy +…	6.0h	209m	2m	1.7x

Aggregate Statistics

Metric	Value
Total tasks	40
Total human-equivalent hours	786.5
Total Claude minutes	3,362
Total supervisory minutes	122
Total tokens	28,090,247
Weighted average leverage factor	14.0x
Weighted average supervisory leverage factor	386.8x
Human-equivalent weeks	19.7

Analysis

The highest factor of the day came in at 62.8x and the lowest at 1.7x, a spread of 36.4 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 68.0 of the 786.5 human-equivalent hours, or 9 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 122 minutes against 3,362 minutes of execution, a ratio of about 1 to 28. Supervisory leverage of 386.8x 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.

Leverage Record: August 3, 2026

Mon, 03 Aug 2026 23:59:00 GMT

31 tasks. August 3, 2026 closed at 15.3x weighted leverage across 637.0 human-equivalent hours in 2,492 minutes of wall-clock time. Supervisory leverage came in at 444.4x.

That is 15.9 weeks of human-equivalent throughput in 41.5 hours. The ceiling was 48.8x; the floor was 3.5x. 25 of the 31 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	[engine subsystem] publish integrity: Meta [restricted] store fix + 98-domain registry repair + candidacy/publish-on-promote enforcement + prod orphan deletion w/ parity gate (V1 Opus agent)	100.0h	123m	2m	48.8x
2	Debugging	20.0h	28m	2m	42.9x
3	Coding	24.0h	41m	3m	35.1x
4	[engine subsystem] [content generation] quality: fleet bank audit (10 checks/1.56M items) + unconditional write-time gates + prompt/judge fixes, 91 tests (P1 Opus agent)	28.0h	49m	2m	34.5x
5	Infrastructure	14.0h	25m	2m	33.6x
6	Deployment	30.0h	60m	3m	30.0x
7	Deployment	16.0h	34m	3m	28.2x
8	Deployment	32.0h	69m	3m	27.8x
9	Deployment	13.0h	33m	4m	23.6x
10	Deployment	40.0h	103m	2m	23.3x
11	Coding	7.0h	19m	2m	21.8x
12	Coding	7.0h	25m	3m	16.8x
13	Diagnose + fix prod admin OAuth login failure (fleet_auth missing redirect_uri); seed fix + regression tests; branch sync + deploy avian-admin	6.0h	22m	4m	16.4x
14	Documentation	64.0h	239m	8m	16.1x
15	Deployment	40.0h	150m	3m	16.0x
16	Engine boot halved + blue/green made permanent + rollback proven: root-caused TWO independent causes of a duplicate 7GB snapshot download (an unused gRPC server building a second engine context, and a 'cheap…	24.0h	98m	2m	14.7x
17	[engine subsystem] actions+observability: regen fail-loud, regen_items concurrency, telemetry, knobs, env fingerprint, standalone-readability live-wired, 9 cards closed (P2 Opus agent)	23.0h	100m	2m	13.8x
18	Debugging	4.5h	22m	2m	12.3x
19	[engine subsystem] robustness: benchmarks fail-closed + real Luna rerun ([cost]) + leases/workers/SpecIndex/resolver/reclamation + 2 forensic investigations + auto-publish armed w/ 64,930-row proof (V2 Opus…	37.0h	194m	2m	11.4x
20	Engine boot halved again + embedding model baked into the base image (zero HuggingFace calls at boot) + boot ceiling to 180 + investigated and closed a real data-staleness gap in blue/green: shutdown flush…	20.0h	111m	2m	10.8x
21	Client quick strikes: plan-slug subscription gate + prod web deploy verified + help-center canon/i18n + electron parity (F1 Opus agent)	16.0h	91m	2m	10.5x
22	DMCA takedown response: identify + [restricted] entire Meta Blueprint catalog, purge 60+ objects across 4 S3 buckets, rebuild/redeploy 3 sites + web app, fix provider [restricted] gate with regression tests,…	14.0h	126m	4m	6.7x
23	Engine content correctness: embeddings id-binding fix + fleet npz audit (410/410 clean) + non-MCQ inventory (E1 Opus agent)	12.0h	110m	2m	6.5x
24	Audit and review	5.0h	47m	3m	6.4x
25	deploy.sh digest assertions across all three container handlers (fargate/lambda/ec2-container) with task-def pinning and immutable deploy tags, verified live on avian-api; Valkey-vs-NATS replication transport…	9.0h	104m	2m	5.2x
26	Coding	1.5h	21m	2m	4.3x
27	Deployment	5.0h	72m	3m	4.2x
28	Deployment	4.0h	58m	4m	4.1x
29	Fixed deploy.sh silently shipping stale code (task-def pinned an immutable tag while deploy pushed :latest; force-new-deployment re-pulled the old image and verify only curled health) - added task-def…	14.0h	205m	3m	4.1x
30	Grant permanent all-access comps (karl/thomas/charles) after finding none existed; fix revenue charts plotting every day one day early (UTC-midnight parse) + 8 tests; trace prod revenue to an E2E test payment	3.0h	45m	3m	4.0x
31	Fix avian-admin Health page crash (snake_case API mapping + regression tests) and engine-proxy: missing ENGINE_ADMIN_KEY SSM param plus missing security-group path to the engine ALB	4.0h	68m	2m	3.5x

Aggregate Statistics

Metric	Value
Total tasks	31
Total human-equivalent hours	637.0
Total Claude minutes	2,492
Total supervisory minutes	86
Total tokens	14,990,716
Weighted average leverage factor	15.3x
Weighted average supervisory leverage factor	444.4x
Human-equivalent weeks	15.9

Analysis

The highest factor of the day came in at 48.8x and the lowest at 3.5x, a spread of 13.8 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 100.0 of the 637.0 human-equivalent hours, or 16 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 86 minutes against 2,492 minutes of execution, a ratio of about 1 to 29. Supervisory leverage of 444.4x 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.

Leverage Record: August 2, 2026

Sun, 02 Aug 2026 23:59:00 GMT

16 tasks. August 2, 2026 closed at 27.9x weighted leverage across 460.0 human-equivalent hours in 988 minutes of wall-clock time. Supervisory leverage came in at 388.7x.

That is 11.5 weeks of human-equivalent throughput in 16.5 hours. The ceiling was 141.2x; the floor was 4.2x. 6 of the 16 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Documentation	120.0h	51m	4m	141.2x
2	Infrastructure	120.0h	63m	3m	114.3x
3	Audit and review	20.0h	27m	8m	44.0x
4	Documentation	21.0h	38m	2m	33.2x
5	Testing	40.0h	75m	5m	32.0x
6	Content production	5.0h	13m	2m	23.1x
7	Audit and review	8.0h	25m	3m	19.2x
8	Restored the production engine build path end-to-end: root-caused a cross-account teardown (staging had zero ECR repos + no CodeBuild source bucket; prod had zero CodeBuild projects), rebuilt CodeBuild in the…	20.0h	74m	6m	16.2x
9	Deployment	9.0h	35m	4m	15.4x
10	Deployment	6.0h	28m	3m	12.9x
11	Deployment	20.0h	96m	4m	12.5x
12	Testing	14.0h	68m	6m	12.4x
13	Infrastructure	34.0h	195m	12m	10.5x
14	Testing	14.0h	90m	4m	9.3x
15	Deployment	4.0h	38m	3m	6.3x
16	Kill AWS CodeArtifact fleet-wide: repoint global npmrc to Verdaccio, write global CLAUDE.md registry guidance, verify Verdaccio superset, delete CodeArtifact domain+repos, re-point 54 lockfiles (10370 URLs)…	5.0h	72m	2m	4.2x

Aggregate Statistics

Metric	Value
Total tasks	16
Total human-equivalent hours	460.0
Total Claude minutes	988
Total supervisory minutes	71
Total tokens	10,455,000
Weighted average leverage factor	27.9x
Weighted average supervisory leverage factor	388.7x
Human-equivalent weeks	11.5

Analysis

The highest factor of the day came in at 141.2x and the lowest at 4.2x, a spread of 33.9 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 120.0 of the 460.0 human-equivalent hours, or 26 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 71 minutes against 988 minutes of execution, a ratio of about 1 to 14. Supervisory leverage of 388.7x 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.

Leverage Record: August 1, 2026

Sat, 01 Aug 2026 23:59:00 GMT

21 tasks. August 1, 2026 closed at 42.6x weighted leverage across 1,112.0 human-equivalent hours in 1,566 minutes of wall-clock time. Supervisory leverage came in at 725.2x.

That is 27.8 weeks of human-equivalent throughput in 26.1 hours. The ceiling was 160.0x; the floor was 7.9x. 16 of the 21 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Documentation consolidation: docgen pipeline (11 doc-type templates + PDF/hero/ASCII/determinism) + 17-agent cataloguing fleet over 1038 docs + 199 units rendered	200.0h	75m	6m	160.0x
2	Documentation	320.0h	195m	10m	98.5x
3	Testing	16.0h	18m	4m	53.3x
4	Documentation	20.0h	25m	6m	48.0x
5	Deployment	140.0h	178m	2m	47.2x
6	Stage 3 documentation repair: 54 docs repaired by 6 Opus agents with live verification + dedup of 50 redundant units + app-content guard	60.0h	80m	4m	45.0x
7	Deployment	3.5h	6m	8m	35.0x
8	Documentation	7.0h	12m	2m	35.0x
9	Testing	14.0h	24m	3m	35.0x
10	Deployment	130.0h	270m	10m	28.9x
11	Fleet registry + CI/CD sweep: destroyed 18 orphaned CodeBuild projects across 9 AWS accounts, migrated 28 repos from stale CodeArtifact to Verdaccio (mirrored 6 missing versions, relocked all, un-gitignored…	40.0h	90m	3m	26.7x
12	Coding	28.0h	71m	3m	23.7x
13	Research and file 3 single-domain-vertical defect cards for avian-app-web (dead-end Browse courses CTAs across 19 sites, singleDomain classification for LSAT/MCAT, USA to US Citizenship nav title)	1.5h	4m	4m	22.5x
14	Infrastructure	11.0h	32m	4m	20.6x
15	Debugging	36.0h	115m	3m	18.8x
16	Prod defect run: root-caused and fixed the certs checkout lockout (guard/unique-index mismatch), blank-card render bug, product-scoped subscribe rail, restored Apple Sign In via SSM migration + 2 ECS task-def…	36.0h	130m	6m	16.6x
17	Speed program: concurrency census + parallelize 9 serial LLM loops on the [content generation] path (shared order-preserving map_calls primitive + 18-case concurrency/equivalence battery + fleet restart)	16.0h	65m	4m	14.8x
18	Root-caused Apple Sign In popup hang across AVIAN (Apple web_message posts to the redirect_uri origin, not the opener): threaded a vetted per-origin redirect_uri through avian-app-web and avian-api, shipped…	16.0h	74m	4m	13.0x
19	Diagnosed and fixed Sign in with Apple failing on all 12 AVIAN product hosts: CloudFront CSP allowed applepay.cdn-apple.com (Apple Pay) but never appleid.cdn-apple.com (Sign in with Apple); reconciled…	4.0h	19m	2m	12.6x
20	CodeArtifact cleanup: inventoried 27.4GB domain, identified console-sim as 93.7% of storage (222 versions), deleted 316 unreferenced private versions (~25.6GB) preserving all fleet-referenced versions +…	8.0h	45m	2m	10.7x
21	Documentation	5.0h	38m	2m	7.9x

Aggregate Statistics

Metric	Value
Total tasks	21
Total human-equivalent hours	1,112.0
Total Claude minutes	1,566
Total supervisory minutes	92
Total tokens	37,445,000
Weighted average leverage factor	42.6x
Weighted average supervisory leverage factor	725.2x
Human-equivalent weeks	27.8

Analysis

The highest factor of the day came in at 160.0x and the lowest at 7.9x, a spread of 20.3 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 200.0 of the 1,112.0 human-equivalent hours, or 18 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 92 minutes against 1,566 minutes of execution, a ratio of about 1 to 17. Supervisory leverage of 725.2x 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.

Leverage Record: July 31, 2026

Fri, 31 Jul 2026 23:59:00 GMT

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.

Leverage Record: July 30, 2026

Thu, 30 Jul 2026 23:59:00 GMT

20 tasks. July 30, 2026 closed at 45.1x weighted leverage across 1,243.0 human-equivalent hours in 1,654 minutes of wall-clock time. Supervisory leverage came in at 745.8x.

That is 31.1 weeks of human-equivalent throughput in 27.6 hours. The ceiling was 160.0x; the floor was 6.5x. 16 of the 20 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Parental-consent + guardian design: located learner-history artifact, raised 14 open questions cross-checked vs avian-classroom-web, then resolved all into ADR-0017 (minor identity, guardian projection,…	120.0h	45m	8m	160.0x
2	Unified design + layer-grouped phased implementation plan for AccelaStudy AI English (IELTS/TOEFL) and Languages (30 world languages): ground-truth survey of 9 repos correcting 5 stale planning docs,…	80.0h	35m	5m	137.1x
3	AVIAN Enterprise: four-doc set (requirements/design/testing-strategy/README) + phased implementation plan organized by layer for cross-product batching	56.0h	28m	4m	120.0x
4	AVIAN web UI/UX redesign program: 45-package overnight multi-agent orchestration (visual stability, bundle 3.1MB->508KB, Today-first Dashboard, course 5-tab redesign, Progress hub, Review Queue, nav…	400.0h	400m	8m	60.0x
5	Deployment	280.0h	300m	10m	56.0x
6	Manual test plan for auth/sign-in/compliance/GDPR/purchasing: 5-agent codebase recon + 155 grounded test cases…	32.0h	35m	3m	54.9x
7	Review 5 initiative doc sets and write consolidated August master build plan with remote-[content generation] track	32.0h	45m	5m	42.7x
8	LSAT domain spec + content + activity roster audit and remediation plan	14.0h	25m	3m	33.6x
9	Audit and review	14.0h	26m	4m	32.3x
10	Documentation	12.0h	26m	3m	27.7x
11	onboarding-service deprecation: repoint electron/iOS/GDPR-Lambda to avian-api, sweep references across 14 repos, reconcile canonical counts, archive prep	12.0h	30m	2m	24.0x
12	Deployment	90.0h	230m	15m	23.5x
13	AccelaStudy AI v1.1 release notes: review ~400 commits across 9 repos (web/engine/api/domains/sims/activities/auth/notifications/site), roll up to 16 impact-ranked customer-facing features, rewrite…	10.0h	32m	5m	18.8x
14	Revise master build plan to Rev 2: shipping increments + august branch + [ip-cluster] track + artifacts backlog sweep	10.0h	35m	4m	17.1x
15	Debugging	20.0h	77m	3m	15.6x
16	Deployment	40.0h	155m	10m	15.5x
17	Rev 2.1 + durable august program tracker (STATE ledger prompt pack resume wiring)	6.0h	25m	4m	14.4x
18	Infrastructure	4.0h	22m	1m	10.9x
19	Deployment	5.0h	28m	1m	10.7x
20	Design and frontend	6.0h	55m	2m	6.5x

Aggregate Statistics

Metric	Value
Total tasks	20
Total human-equivalent hours	1,243.0
Total Claude minutes	1,654
Total supervisory minutes	100
Total tokens	28,155,000
Weighted average leverage factor	45.1x
Weighted average supervisory leverage factor	745.8x
Human-equivalent weeks	31.1

Analysis

The highest factor of the day came in at 160.0x and the lowest at 6.5x, a spread of 24.4 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 120.0 of the 1,243.0 human-equivalent hours, or 10 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 100 minutes against 1,654 minutes of execution, a ratio of about 1 to 17. Supervisory leverage of 745.8x 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.

Leverage Record: July 29, 2026

Wed, 29 Jul 2026 23:59:00 GMT

35 tasks. July 29, 2026 closed at 30.1x weighted leverage across 1,621.0 human-equivalent hours in 3,236 minutes of wall-clock time. Supervisory leverage came in at 720.4x.

That is 40.5 weeks of human-equivalent throughput in 53.9 hours. The ceiling was 205.7x; the floor was 2.8x. 26 of the 35 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	60-month execution plan for 10% Vision - model + monthly deliverables (md/PDF/artifact)	120.0h	35m	2m	205.7x
2	10% Vision doc - market-share model + 5-year plan (md/PDF/artifact)	72.0h	30m	3m	144.0x
3	Documentation	20.0h	13m	4m	92.3x
4	GED launch campaign waves 1-2: orchestration plan + Tier C generators with gate stack + contracts/ADR/checks + engine scoring schema + Tier A web renderers + ged.accelastudy.ai site and infra live…	460.0h	342m	15m	80.7x
5	Documentation	80.0h	63m	6m	76.2x
6	Author sanitized AI Venture Builder domain spec (146 goals) with canonical count updates across 3 repos	12.0h	11m	2m	65.5x
7	Corporate philanthropy plan (The 1% Commitment) — reviewed 12 artifacts via agents; budget model from cash walk; entity + programs + timeline; published artifact + corpus doc 14	20.0h	19m	3m	63.2x
8	Design and frontend	75.0h	76m	6m	59.2x
9	Deployment	100.0h	113m	6m	53.1x
10	Aug-2028 schedule shift + headcount plan + campus concept studies (docs/PDFs/3 artifacts)	30.0h	35m	3m	51.4x
11	Coding	64.0h	77m	5m	49.9x
12	Boston facilities + physical-security program integrated into 10% Vision docs (md/PDF/artifacts)	16.0h	20m	2m	48.0x
13	Campus program v2 - Restaurant/Fieldhouse/Undercroft across docs + concept boards + 3 renders	20.0h	25m	3m	48.0x
14	Campus doc set split - master plan + 8 building docs + partition itemization (9 PDFs)	20.0h	25m	2m	48.0x
15	Documentation	60.0h	76m	4m	47.4x
16	Coding	32.0h	42m	3m	45.7x
17	Coding	50.0h	66m	3m	45.5x
18	Engagement notifications: 4-agent fleet audit + phased multi-channel implementation plan (SMS/APNs/FCM/web push/email/watch)	20.0h	27m	4m	44.4x
19	Photorealistic campus renders generated + embedded in concept-studies artifact	8.0h	12m	1m	40.0x
20	Documentation	12.0h	20m	2m	36.0x
21	Campus v3 - Migration + underground parking + cistern + reactor assessment + linked artifacts x2 variants	24.0h	40m	4m	36.0x
22	Documentation	16.0h	30m	5m	32.0x
23	Build and launch free.accelastudy.ai — free-tier catalog site (150 courses / 18 focus areas / 193 pages) with derived-catalog pipeline, 4 templates, Terraform infra, four docs, and both stages deployed	30.0h	65m	2m	27.7x
24	US Citizenship free-tier domain spec (78 leaves; USCIS-verified 2025+2008 tests; multilingual Spanish-first design) + canonical/adjacency fleet wiring	16.0h	37m	3m	25.9x
25	Deployment	16.0h	37m	2m	25.9x
26	Rotating patriotic hero photography for usa.accelastudy.ai (10 FLUX day/night pairs via heroes_orchestrator; template rotation wiring; both stages redeployed+verified)	8.0h	25m	1m	19.2x
27	Split accelastudy.ai into a brand gateway + certs.accelastudy.ai: shared catalog generator + network partition (407 courses across 4 sites) / new certs site with infra / catalogs added to ap and test-prep /…	60.0h	205m	4m	17.6x
28	Staging refresh: content_r3 release + PP-25 lazy hydration (19.22->6.4 GiB) + v16 writer torn-pair fix + g4dn.xlarge downsize + engine builds moved to CodeBuild	34.0h	150m	8m	13.6x
29	Documentation	30.0h	210m	3m	8.6x
30	Infrastructure	6.0h	45m	3m	8.0x
31	Staging full update: restamp completion 405/405 + fleet stale-hash repair 408 domains + materialization gap closure (409-domain tree) + engine/api/content/boot-cache staging deploy	24.0h	250m	3m	5.8x
32	Staging web deploy + CDN cache forensics (version-checker no-cache repair) + staging-app host retirement (DNS+CloudFront+3 repos)	4.0h	45m	4m	5.3x
33	v16 sharded boot cache shipped end-to-end + tiered-store cutover (content_r2, store ON) + cross-type dedup exemption (2 repos) + engine host disk-exhaustion incident chain (root cause + remediation +…	40.0h	520m	8m	4.6x
34	Wave-2 live-HIGH campaign: serialized babysitter + restore_quality_report action ([engine subsystem]) + disk-full recovery + convergence proof	8.0h	150m	2m	3.2x
35	Deployment	14.0h	300m	4m	2.8x

Aggregate Statistics

Metric	Value
Total tasks	35
Total human-equivalent hours	1,621.0
Total Claude minutes	3,236
Total supervisory minutes	135
Total tokens	27,735,000
Weighted average leverage factor	30.1x
Weighted average supervisory leverage factor	720.4x
Human-equivalent weeks	40.5

Analysis

The highest factor of the day came in at 205.7x and the lowest at 2.8x, a spread of 73.5 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 120.0 of the 1,621.0 human-equivalent hours, or 7 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 135 minutes against 3,236 minutes of execution, a ratio of about 1 to 24. Supervisory leverage of 720.4x 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.

Leverage Record: July 28, 2026

Tue, 28 Jul 2026 23:59:00 GMT

18 tasks. July 28, 2026 closed at 27.9x weighted leverage across 864.5 human-equivalent hours in 1,856 minutes of wall-clock time. Supervisory leverage came in at 710.5x.

That is 21.6 weeks of human-equivalent throughput in 30.9 hours. The ceiling was 46.5x; the floor was 4.3x. 15 of the 18 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Testing	100.0h	129m	3m	46.5x
2	Unified LMS/Enterprise/[unreleased product] platform requirements doc (business/09): merged 4 PRDs + Instructure analysis into single requirements base + PDF	10.0h	15m	3m	40.0x
3	Practice exam subsystem analysis + authored-bank sourcing/figures/all-type grading in engine + client renderers + realistic CHEM1B 73-question final blueprint	88.0h	145m	7m	36.4x
4	Practice-exam campaign + learner-history Phase 1: 12 Opus agents across 8 repos (exam rebuild for 405 live domains blueprint/aids/lifecycle backfill; exam-start briefing; aids panel w/ periodic table;…	408.0h	690m	14m	35.5x
5	Master rollout plan (business/10) + canonical count re-sync across 07/08 with dependent-math audit + 4 PDF regens	14.0h	25m	2m	33.6x
6	Notification-service operator console SPA (orchestrated Opus agent) + reviewed its output and fixed a real gap it surfaced in my own multi-brand work: templates.brand was only half-wired, the REST routes…	12.0h	26m	2m	27.7x
7	Collect all package-pipeline simulation configs into avian-simulations as authoritative store (collector script + 364-domain collection + index)	4.0h	9m	1m	26.7x
8	Deployment	30.0h	68m	3m	26.5x
9	Design and frontend	34.0h	78m	6m	26.2x
10	Author KB-1..15 KnowBe4 displacement requirements + content-state reconciliation in unified platform requirements doc (9 sections + PDF regen)	3.0h	7m	1m	25.7x
11	Restate entire avian-planning business corpus to canonical (18 docs): launch-date correction, [ip]/content/build re-sync, IP valuation recompute, new Campus/Enterprise lines, revenue model rework, 18 PDFs +…	40.0h	95m	4m	25.3x
12	Deployment	48.0h	114m	4m	25.3x
13	Apply owner product directive across corpus: 12 lines, repricing, compressed schedule, Classroom K-12 + [unreleased product] launch, [ip] filing-status correction, throughput-based plan revision,…	24.0h	60m	5m	24.0x
14	Wave B LLM content-repair completion: 5 families / 1322 jobs dispatched+verified (goal starvation; per-goal content; answer-length tell; scenario rubrics; stem-quality lint) incl. outage recovery +…	24.0h	145m	6m	9.9x
15	Replace hand-maintained dashboard MCP catalog with live-introspection generator (stdio+HTTP MCP clients, 28 servers/1341 tools, bind-mounted json + fetch render) + Directory tools grid refresh + 60 stale…	4.0h	25m	2m	9.6x
16	Deployment	16.0h	150m	3m	6.4x
17	Remove 4 app services from supporting-services; reclaim images; move MySQL behind compose profile	2.5h	33m	3m	4.5x
18	Restore supporting-services stack: 3 compose defects blocking docker compose up -d + regression gate	3.0h	42m	4m	4.3x

Aggregate Statistics

Metric	Value
Total tasks	18
Total human-equivalent hours	864.5
Total Claude minutes	1,856
Total supervisory minutes	73
Total tokens	17,592,511
Weighted average leverage factor	27.9x
Weighted average supervisory leverage factor	710.5x
Human-equivalent weeks	21.6

Analysis

The highest factor of the day came in at 46.5x and the lowest at 4.3x, a spread of 10.9 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 100.0 of the 864.5 human-equivalent hours, or 12 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 73 minutes against 1,856 minutes of execution, a ratio of about 1 to 25. Supervisory leverage of 710.5x 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.

Roost: One Hub, Every Session

Tue, 28 Jul 2026 22:30:00 GMT

Cross-posted from the Renkara engineering blog. This one is personal: it happened on my desk, in one day, mostly while I watched.

The problem nobody budgets for

Our development workstation routinely runs a dozen Claude Code sessions. Each session talks to the Renkara tools fleet — Docket, Fulcrum, Beacon, Courier, Aviary, and eighteen more — through MCP servers. And until this week, every session spawned its own private copy of every server.

We measured it before touching anything: 92 processes and 5.85 GB of resident memory at just four sessions, extrapolating to roughly 270 processes and 17 GB at a normal working load. Every one of those processes was a byte-identical, stateless Python wrapper translating MCP tool calls into REST calls. Twelve copies of the same idle proxy, per server, holding no state whatsoever — plus twenty-two Python interpreter startups every single time a new session opened.

The design insight

Two facts made the fix obvious once stated. First, the wrappers are stateless — sharing one instance across every session is semantically free. Second, in Claude Code the tool-name prefix comes from the config key, not the transport — which means you can swap a stdio spawn for an HTTP URL and every tool name, permission rule, and document referencing mcp__docket__* keeps working, unchanged.

So Roost is one daemon on localhost. Each server lives at /<name>/mcp over Streamable HTTP; sessions carry dumb URL entries. Behind the router, Roost spawns at most one child per backend — lazily, on the first actual tool call — reaps it after thirty idle minutes, and wraps it in a circuit breaker so one wedged backend can't poison the rest. The centerpiece is the catalog snapshot: tool listings are persisted to disk, so a new session's tools/list is answered in microseconds without waking anything. Session startup went from twenty-two interpreter forks to a handful of cached handshakes.

We wrote the architecture up as a formal decision record, considered and rejected the alternatives (a merged mega-server breaks every tool name; containerizing is structurally impossible — a Linux container cannot exec macOS virtualenvs, and moving the memory into a VM would defeat the point), and claimed a port. The whole design took an afternoon.

Built by three agents before dinner

The implementation plan pinned every contract — config schema, module APIs, log format, CLI behaviors, test matrix — precisely so the build could be parallelized. Three Claude Opus agents did the work: one built the daemon core, one built the CLI and launchd lifecycle scripts, and a third ran adversarial integration against the real fleet. The packages integrated on the first try; the two parallel builders even met in the middle, one consuming the other's test fixture mid-flight without coordination.

The integration phase earned its keep: it caught a real bug where child-process identification failed for twenty of twenty-two production servers (macOS framework Python rewrites argv in ways no unit test predicted), fixed it, and re-verified fleet-wide. Final gate before the switch: tool-list parity for all twenty-two servers, verified three separate times, plus a live end-to-end tool call through the relay. Then one command flipped the fleet config — with a timestamped backup and a one-command revert path. Total wall-clock from "we have a memory problem" to "every new session rides the hub": about two hours.

The challenges were not where we expected

The SDK had been rewritten. The installed MCP SDK was a 2.0 release whose API matched almost nothing in public documentation. The agents adapted by reading the installed source instead of trusting priors — the plan's rule that

behavior contracts are binding, symbol names are not paid for itself.

macOS had opinions. Getting Roost supervised by launchd became a small detective story. First failure: launchd can't open log files on an external volume. Second failure: our fix-attempt wrapped the daemon in a shell wrapper — which silently defeated the Full Disk Access grant, because TCC roots a launchd job's disk rights at the job's program binary. The wrapper made bash responsible instead of the granted Python. The fix was almost poetic: run the real binary directly, keep logs on the boot volume. We then proved the supervision honestly — killed the daemon with kill -9 and watched launchd resurrect it in six seconds.

Production found the bug the tests missed. Hours after shipping, a rolling maintenance operation crashed a child during its restart window, the cleanup timed out, and an obscure asyncio property turned that into a daemon-wide outage: a task that fails after signaling readiness poisons its entire task group, permanently. Worse, the health endpoint kept smiling — the process was alive while its spawn machinery was dead. The same night, the fix shipped with two containment layers, a regression test proven by reverting the fix and watching it fail, and a health endpoint that now tells the truth: it returns 503 when the machinery is actually broken, not just when the process is gone.

And because we upgrade Homebrew constantly, we removed the last fragility: brew upgrades move interpreter paths, which silently voids macOS disk-access grants. Twenty of twenty-three servers now run on version-manager-owned Python paths that Homebrew can never touch, and the daemon's doctor command flags the stragglers — including one hiding behind a script's shebang line.

Where it landed

One daemon at 59–83 MB plus a small warm set, at any session count, versus seventeen projected gigabytes. New sessions start instantly. By the same evening the hub had grown config hot-reload (registering a new MCP server is now a config stanza and one reload — no restart) and live tool-roster change notifications pushed to connected sessions. The best validation arrived unprompted: mid-build, a different AI session registered a brand-new MCP server through the freshly written recipe — it appeared in the hub with 115 tools, verified clean, and nobody involved in building Roost had touched it.

About 5,600 lines of production Python and 111 tests, from measurement to battle-hardened, in one day. The memory graph is the least interesting part; the interesting part is that the constraint that used to make "a dozen sessions, every tool available" expensive is simply gone.

Leverage Record: July 27, 2026

Mon, 27 Jul 2026 23:59:00 GMT

36 tasks. July 27, 2026 closed at 21.5x weighted leverage across 811.5 human-equivalent hours in 2,261 minutes of wall-clock time. Supervisory leverage came in at 368.9x.

That is 20.3 weeks of human-equivalent throughput in 37.7 hours. The ceiling was 250.0x; the floor was 0.7x. 33 of the 36 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Documentation	100.0h	24m	5m	250.0x
2	Deployment	26.0h	23m	3m	67.8x
3	12-defect AVIAN staging punch list across 6 repos: cross-vertical SSO, demo profile parity+reload, dashboard tour persistence, modal stacking, chart/card layout, cross-domain-transfer 404, assistant…	110.0h	110m	7m	60.0x
4	Deployment	120.0h	155m	4m	46.5x
5	Testing	36.0h	55m	4m	39.3x
6	Testing	100.0h	155m	3m	38.7x
7	TX source library: full TEKS (61 PDFs, ch110-130) + STAAR all grades/EOCs (108) + TTU K-12 catalog completion (190 new, 210 total) + state-grouped inbox restructure + gitignore fix, committed/pushed	16.0h	27m	2m	35.6x
8	Infrastructure	34.0h	82m	4m	24.9x
9	Top-5 TX district collections (Houston/Dallas/Cy-Fair/Northside/Katy, 6 parallel collectors) + Prosper completion + master 1208-district matrix from TAPR, committed/pushed	14.0h	35m	2m	24.0x
10	Wave B dispatch: 615 jobs across 4 families, per-item regen_kind + gate_job_id chaining discovered, fam4/fam5 coordinators built	18.0h	60m	4m	18.0x
11	Staging punch list: 21 owner-reported defects — web app (18 UI/UX fixes incl. session-machine expiry rework, viewer revert, K12 verbiage, sim drawer/completion), avian-api scenario timeout fix, activity-ui…	20.0h	73m	10m	16.4x
12	ISACA CISA KG-cap investigation: bimodal distribution proof, 8-domain comparison, verdict KEEP no resynthesis	6.0h	22m	3m	16.4x
13	German AP registry row repair: backfill re-run ruled out as history-corrupting, code-derived targeted UPDATE w/ optimistic concurrency, registry-completeness check spec	3.0h	11m	3m	16.4x
14	Close all annotation gaps to 100% across avian-engine + avian-api (91 real gaps, 29 files); exclude protobuf codegen; find+fix silently-broken SOC2 audit logging with 5 regression tests	14.0h	52m	3m	16.2x
15	Six new repair actions across [engine subsystem]+[engine subsystem] (goal_similarity, gw reconcile, glossary merge, topic_area, flashcard bounds, pair-row reconcile) + 104 tests + 2 design docs	28.0h	115m	10m	14.6x
16	Keller ISD YAG completion (all 7 workbooks, 95 tabs) + 138 CTE learning plans + Carroll ISD (Southlake) APG collection, committed/pushed	5.0h	21m	1m	14.3x
17	Infrastructure	7.0h	30m	3m	14.0x
18	Remove [ip-cluster] from supporting-services (superseded by [ip-cluster]) + fix dashboard services.json envsubst defect + containerize codex frontend (nginx static, npm ci, auth-disabled) and add…	4.0h	18m	2m	13.3x
19	Plano ISD collection (HS catalog + online-surface mapping) + Prosper ISD incidental pickup, committed/pushed	2.0h	9m	1m	13.3x
20	Coding	8.0h	37m	1m	13.0x
21	Testing	13.0h	65m	3m	12.0x
22	Testing	4.0h	20m	1m	12.0x
23	Testing	2.5h	13m	2m	11.5x
24	Audit and review	16.0h	85m	6m	11.3x
25	Follow-ups 1+3: [engine subsystem] failed-status honesty fix (subprocess exit + errored-flag mapping + 7 tests + stale registry test repin) and [ip-cluster] lesson slicing end-to-end (engine mastery-annotated…	10.0h	55m	2m	10.9x
26	Five [engine subsystem] hub bug fixes: planner repair-mode + regen-kind ordering + same-goal fallback + waive-sacrosanct upserts + restamp routing w/ param injection	8.0h	50m	5m	9.6x
27	Testing	1.5h	10m	1m	9.0x
28	Deployment	50.0h	355m	5m	8.5x
29	Infrastructure	11.0h	85m	3m	7.8x
30	Pre-Algebra spec graft revert: taxonomy restored to live-package form, resolver_key + subscription_group bugs fixed, hub spec-caching discovered	4.0h	35m	10m	6.9x
31	Staging live-verification audit: root-caused + fixed Sign In button (TopNav icon-sizer specificity), browser-automation sweep of all 21 punch-list items on staging-k12 (logged-out + logged-in), found…	5.0h	45m	2m	6.7x
32	Multi-instance [engine subsystem] worker scripts: --instance/--all/--dry-run, FDA+bash-3.2 preserved, sandbox-tested kill logic, live workers untouched	3.0h	28m	3m	6.4x
33	Embedder adapter worker-killer fix: unwired lmstudio_url env default root-caused across 2 repos, forced [model] routing + bounded batching, 16 regression tests	6.0h	65m	6m	5.5x
34	audit_specs null-tier crash fix + IB Global Politics spec repair + pre-commit regression gate	3.5h	38m	3m	5.5x
35	Debugging	1.0h	18m	2m	3.3x
36	L5 continuation: 402/402 goal-linkage dispatch, 5 domains verified 50/50 clean, fleet worker-stall diagnosed via disciplined polling	2.0h	180m	3m	0.7x

Aggregate Statistics

Metric	Value
Total tasks	36
Total human-equivalent hours	811.5
Total Claude minutes	2,261
Total supervisory minutes	132
Total tokens	22,666,000
Weighted average leverage factor	21.5x
Weighted average supervisory leverage factor	368.9x
Human-equivalent weeks	20.3

Analysis

The highest factor of the day came in at 250.0x and the lowest at 0.7x, a spread of 375.0 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 100.0 of the 811.5 human-equivalent hours, or 12 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 132 minutes against 2,261 minutes of execution, a ratio of about 1 to 17. Supervisory leverage of 368.9x 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.

Leverage Record: July 26, 2026

Sun, 26 Jul 2026 23:59:00 GMT

18 tasks. July 26, 2026 closed at 11.8x weighted leverage across 217.0 human-equivalent hours in 1,107 minutes of wall-clock time. Supervisory leverage came in at 183.4x.

That is 5.4 weeks of human-equivalent throughput in 18.4 hours. The ceiling was 48.9x; the floor was 2.3x. 16 of the 18 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Documentation	22.0h	27m	7m	48.9x
2	Design and frontend	16.0h	32m	3m	30.0x
3	Deployment	20.0h	50m	4m	24.0x
4	6AM staging content deploy automation — staging-snapshot-deploy.sh + launchd agent + installer + docs (TCC-aware; shellcheck/plutil/dry-run validated)	6.0h	18m	3m	20.0x
5	Lane 1 onesies repair: 6 families fixed w/ evidence (pair coverage 19-24pct to 100pct x4), 2 waived, 6 catalog gaps root-caused, 4 [engine subsystem] tooling bugs found	19.0h	65m	5m	17.5x
6	Deploy-tooling migrations gap — fargate migrate support + gated staging-migrate.sh (700 lines) + docs; caught [unreleased product] chain 4 behind	8.0h	33m	2m	14.5x
7	Testing	6.0h	25m	2m	14.4x
8	Coding	34.0h	150m	2m	13.6x
9	Full GO program: ship difficulty ladder + wave sizing + overtime grace + dynamic sprint clock + sprint-in-autopilot + convoy interleaving + endless afterburner + [ip-cluster] injection; web+engine prod…	30.0h	140m	5m	12.9x
10	Infrastructure	9.0h	45m	3m	12.0x
11	Engine boot cross-domain vector collision fix — if_exists=skip on auto-load path + 6 regression tests (10773 passed 93.14% cov)	4.0h	25m	2m	9.6x
12	Lane 6 LLM-content repair: 3 catalog gaps root-caused via source, 31 domains repaired/verified, spend recon for 4 big families, [cost]actual	9.0h	80m	5m	6.8x
13	Lane 5 goal-remap triage: Pre-Algebra spec-graft root cause via git archaeology, tier-normalization false positive found, cs.goal_linkage mechanism validated + 105 domains dispatched	6.0h	60m	5m	6.0x
14	Lane 4 dedupe/normalize: cross-lane version-race root-caused w/ evidence, dedupe_flashcards validated, 4 families source-verified + chunked	8.0h	80m	5m	6.0x
15	Catalog-overrides precedence fix (web+electron) + KaTeX/t-deps component defect + electron pre-commit gate — 16 tests	6.0h	65m	2m	5.5x
16	Lane 2 manifests/packaging: 141/141 rebuilds verified clean, frozen packages-tree + stray-classes gaps found, materializer race diagnosed	8.0h	105m	5m	4.6x
17	Fleet content audit re-run 411/411 + findings analysis + AP French/German candidacy-gate diagnosis + hub restart	4.0h	54m	5m	4.4x
18	Land orphaned backfill_node_embeddings action: [engine subsystem] worker action + [engine subsystem] hub registration, 2 suites green, both repos pushed	2.0h	53m	6m	2.3x

Aggregate Statistics

Metric	Value
Total tasks	18
Total human-equivalent hours	217.0
Total Claude minutes	1,107
Total supervisory minutes	71
Total tokens	7,313,025
Weighted average leverage factor	11.8x
Weighted average supervisory leverage factor	183.4x
Human-equivalent weeks	5.4

Analysis

The highest factor of the day came in at 48.9x and the lowest at 2.3x, a spread of 21.6 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 22.0 of the 217.0 human-equivalent hours, or 10 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 71 minutes against 1,107 minutes of execution, a ratio of about 1 to 16. Supervisory leverage of 183.4x 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.

Leverage Record: July 25, 2026

Sat, 25 Jul 2026 23:59:00 GMT

9 tasks. July 25, 2026 closed at 35.9x weighted leverage across 581.0 human-equivalent hours in 971 minutes of wall-clock time. Supervisory leverage came in at 871.5x.

That is 14.5 weeks of human-equivalent throughput in 16.2 hours. The ceiling was 50.0x; the floor was 6.0x. 9 of the 9 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Overnight iOS program run: tokens+XcodeGen/RenkaraKit/Swift6+IAP backend+gateway client+SIWA/IAP client+29 components+design/a11y sweep+AASA fixes	400.0h	480m	3m	50.0x
2	avian-app-web two-batch owner defect sweep: autopilot exam-date silent overwrite, lesson markdown/LaTeX/commentary sanitizers, narration moved off macOS voice to Rime/ElevenLabs gateway, dashboard tour…	48.0h	62m	14m	46.5x
3	Debugging	40.0h	75m	2m	32.0x
4	Testing	12.0h	28m	2m	25.7x
5	Deploy avian.renkara.com to prod; build+deploy shared VelvetRope CloudFront edge gate across 23 staging distributions in 2 AWS accounts (closing a fleet-wide unauthenticated-read exposure); rebuild 16 staging…	40.0h	128m	6m	18.8x
6	Restore VelvetRope gate UI: diagnosed 10KB CloudFront Functions code cap as the cause of the stripped gate, ported the full 26.5KB animated gate to Lambda@Edge with edge-side key validation (key never sent to…	16.0h	52m	3m	18.5x
7	Testing	14.0h	46m	5m	18.3x
8	Testing	6.0h	50m	4m	7.2x
9	B4 [ip-cluster] lane integration: merge 25 interaction kinds, 3 wiring edits, fix manifest scanner uppercase blind spot (iOS 96->97/97), correct 55 stale registry paths, fold 6 status flips	5.0h	50m	1m	6.0x

Aggregate Statistics

Metric	Value
Total tasks	9
Total human-equivalent hours	581.0
Total Claude minutes	971
Total supervisory minutes	40
Total tokens	9,040,000
Weighted average leverage factor	35.9x
Weighted average supervisory leverage factor	871.5x
Human-equivalent weeks	14.5

Analysis

The highest factor of the day came in at 50.0x and the lowest at 6.0x, a spread of 8.3 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 400.0 of the 581.0 human-equivalent hours, or 69 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 40 minutes against 971 minutes of execution, a ratio of about 1 to 24. Supervisory leverage of 871.5x 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.

Leverage Record: July 24, 2026

Fri, 24 Jul 2026 23:59:00 GMT

19 tasks. July 24, 2026 closed at 21.7x weighted leverage across 394.0 human-equivalent hours in 1,088 minutes of wall-clock time. Supervisory leverage came in at 295.5x.

That is 9.8 weeks of human-equivalent throughput in 18.1 hours. The ceiling was 77.1x; the floor was 9.0x. 18 of the 19 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Documentation	36.0h	28m	8m	77.1x
2	Post-crash recovery: root-caused WindowServer abort from crash report + session transcripts, resumed and completed the 411-domain duplication adjudication campaign from checkpoint, built and published the…	13.0h	15m	3m	52.0x
3	Coding	40.0h	55m	3m	43.6x
4	Three self-contained HTML doc pages for Colibri git archive (timeline + AI-productivity + finding aid; custom design system; validated palette; 4 SVG charts; dual theme)	28.0h	40m	3m	42.0x
5	Documentation triage across avian-architecture + avian-architecture-client: classify every doc (keep/archive/merge/delete), create Unbuilt Work Register, move 5 completed campaigns to history, rebuild…	28.0h	40m	5m	42.0x
6	Doc-vs-code fact-check across avian-architecture: 10 Opus agents verified every architecture doc + all 13 ADRs against real code; applied verified corrections across 6 repos; built pre-commit drift gate;…	72.0h	150m	8m	28.8x
7	Infrastructure	7.0h	17m	5m	24.7x
8	avian-api absorbed-architecture cutover: 3-DB prod migration, sandbox Stripe+webhook, 4 deploy-defect fixes (notification key, RESP3 pin, JWT keys, OIDC issuer), plans seed, [unreleased product] migration…	20.0h	55m	4m	21.8x
9	Widget audit follow-up: diagnosed 12 failing interaction e2e tests across 96 widgets; fixed 3 real component defects (svg-plot 1M-tick tab hang, ForceDiagram asymmetric angle grading, mixed numeral systems…	18.0h	53m	3m	20.4x
10	Build action.exclude_questions versioned-exclusion ([engine subsystem]; 34 tests; audit sidecar; npz row-subset)	5.0h	16m	4m	18.8x
11	Build term.case_consistency lexicon+detector in checks-lib (105 tests; sentence-initial forgiveness rule)	9.0h	31m	4m	17.4x
12	Add dup-scores sidecar checks (score_present; over_threshold) + mcq.answer_length_tell lint to avian-content-checks	6.0h	25m	3m	14.4x
13	Overnight war-room recovery: crash forensics+guards; Fix2+lint+4 platform fixes landed; 86-domain AP/IB burn to full promotion; 85 widget e2e tests+5 defect fixes; docs remediation; 3 staging deploys with 4…	70.0h	330m	10m	12.7x
14	Build action.score_duplication ([engine subsystem]; 30 tests; 5-point registry wiring) + ADR-0013 duplication scoring	6.0h	30m	4m	12.0x
15	Removed 7 policy-violating CI test workflows across 6 repos (delete pure-test, strip test steps from build/publish pipelines); fixed Session Composition dead proxy — 501 + deleted doomed EngineClient methods…	9.0h	45m	3m	12.0x
16	Wave 1 pilot gate: found and fixed 3 [engine subsystem] hub defects blocking the dup campaign (missing catalog entries, missing job-kind/TTL registration, rebuild_manifest preview ignoring _source_hashes)…	9.0h	48m	2m	11.2x
17	Engine session dup-exclusion scheduler (3 choke points; flag off; 46 new tests; byte-identical proof)	10.0h	58m	4m	10.3x
18	Add sched_grp session-exclusion clusters to dup_scores sidecar (union-find; schema 1.1.0; 13 tests)	2.0h	12m	2m	10.0x
19	chem1b_ttu exam_tips population: TTU exam-guide research (agent), spec enrichment + consolidation-leftover domain_id restamp, worker-pool prereq-flag fix, 3 platform defects found (content-gen store seeding,…	6.0h	40m	2m	9.0x

Aggregate Statistics

Metric	Value
Total tasks	19
Total human-equivalent hours	394.0
Total Claude minutes	1,088
Total supervisory minutes	80
Total tokens	9,838,752
Weighted average leverage factor	21.7x
Weighted average supervisory leverage factor	295.5x
Human-equivalent weeks	9.8

Analysis

The highest factor of the day came in at 77.1x and the lowest at 9.0x, a spread of 8.6 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 36.0 of the 394.0 human-equivalent hours, or 9 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 80 minutes against 1,088 minutes of execution, a ratio of about 1 to 14. Supervisory leverage of 295.5x 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.

Leverage Record: July 23, 2026

Thu, 23 Jul 2026 23:59:00 GMT

5 tasks. July 23, 2026 closed at 19.2x weighted leverage across 168.0 human-equivalent hours in 525 minutes of wall-clock time. Supervisory leverage came in at 336.0x.

That is 4.2 weeks of human-equivalent throughput in 8.8 hours. The ceiling was 28.8x; the floor was 10.1x. 5 of the 5 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Feedback batch 1: in-flow header vertical tag + DS 0.2.4/0.2.5 (Brand.subtitle + Button nowrap) + engine math study-plan variety + calibration skip discount + unit descriptions (snapshot v15) + unicode-math…	24.0h	50m	5m	28.8x
2	7-lane Opus orchestration (17-item feedback batch): session auto-open+Convoy+math wiring, lesson viewer+math rendering+sim modal, dashboard/course-detail 10-defect sweep, sim chrome gating, autopilot date…	80.0h	170m	10m	28.2x
3	Zero-floor evening: silent no-op regen defect root-caused+fixed (hub item_refs nesting + worker guard), scenario_rubric_fields generator, criticals spec-sync fix both sides, 9 repair chains ->…	28.0h	105m	4m	16.0x
4	Design and frontend	20.0h	105m	6m	11.4x
5	Content burn-downs to 0 HIGH: CHEM1B (17H→0, 88M→58M, promoted), Algebra II anaphoric stems (promoted), AP Macro+Micro full chains (promoted) + embedder-seam and regen-kind-inference platform fixes	16.0h	95m	5m	10.1x

Aggregate Statistics

Metric	Value
Total tasks	5
Total human-equivalent hours	168.0
Total Claude minutes	525
Total supervisory minutes	30
Total tokens	2,925,000
Weighted average leverage factor	19.2x
Weighted average supervisory leverage factor	336.0x
Human-equivalent weeks	4.2

Analysis

The highest factor of the day came in at 28.8x and the lowest at 10.1x, a spread of 2.9 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 24.0 of the 168.0 human-equivalent hours, or 14 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 30 minutes against 525 minutes of execution, a ratio of about 1 to 18. Supervisory leverage of 336.0x 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.

Leverage Record: July 22, 2026

Wed, 22 Jul 2026 23:59:00 GMT

4 tasks. July 22, 2026 closed at 91.4x weighted leverage across 1,461.0 human-equivalent hours in 959 minutes of wall-clock time. Supervisory leverage came in at 2578.2x.

That is 36.5 weeks of human-equivalent throughput in 16.0 hours. The ceiling was 195.4x; the floor was 16.5x. 3 of the 4 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Testing	1130.0h	347m	15m	195.4x
2	Infrastructure	200.0h	152m	6m	78.9x
3	Demo-2 autonomous overnight run (full authority): fixed+deployed+live-verified all 6 founder defects — the keystone auth/logout bug (email logins never armed boot-refresh; new-tab logout),…	120.0h	420m	8m	17.1x
4	Reviewed crypto-investing book first draft; generated 14 AI illustrations via Replicate Recraft V3 and 8 styled matplotlib data charts, then assembled a professional 110-page PDF (pandoc/xelatex) with full…	11.0h	40m	5m	16.5x

Aggregate Statistics

Metric	Value
Total tasks	4
Total human-equivalent hours	1,461.0
Total Claude minutes	959
Total supervisory minutes	34
Total tokens	28,950,000
Weighted average leverage factor	91.4x
Weighted average supervisory leverage factor	2578.2x
Human-equivalent weeks	36.5

Analysis

The highest factor of the day came in at 195.4x and the lowest at 16.5x, a spread of 11.8 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 1,130.0 of the 1,461.0 human-equivalent hours, or 77 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 34 minutes against 959 minutes of execution, a ratio of about 1 to 28. Supervisory leverage of 2578.2x 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.

Leverage Record: July 21, 2026

Tue, 21 Jul 2026 23:59:00 GMT

4 tasks. July 21, 2026 closed at 15.3x weighted leverage across 114.5 human-equivalent hours in 450 minutes of wall-clock time. Supervisory leverage came in at 327.1x.

That is 2.9 weeks of human-equivalent throughput in 7.5 hours. The ceiling was 20.4x; the floor was 6.0x. 3 of the 4 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Convert Colibri work-history docs (README/TIMELINE/AI_PRODUCTIVITY) into three cross-linked HTML artifacts with SVG charts plus bright template redesign	8.5h	25m	3m	20.4x
2	CHEM1B post-demo directive: 31-defect fix wave across 9 repos (engine session-durability+chat-scoping+DTO-flags, api 6 proxies+CORS-safe-500, web 16 flow fixes+FAQ/[unreleased product]/demo chrome, content…	90.0h	300m	10m	18.0x
3	E2E activity coverage: 10 new Playwright specs (glossary match_board/cloze_sprint + 8 uncovered activities) driven to completion + activity-matrix rebuilt as anti-regression meta-test; surfaced…	9.0h	55m	4m	9.8x
4	Deployment	7.0h	70m	4m	6.0x

Aggregate Statistics

Metric	Value
Total tasks	4
Total human-equivalent hours	114.5
Total Claude minutes	450
Total supervisory minutes	21
Total tokens	1,710,000
Weighted average leverage factor	15.3x
Weighted average supervisory leverage factor	327.1x
Human-equivalent weeks	2.9

Analysis

The highest factor of the day came in at 20.4x and the lowest at 6.0x, a spread of 3.4 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 8.5 of the 114.5 human-equivalent hours, or 7 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 21 minutes against 450 minutes of execution, a ratio of about 1 to 21. Supervisory leverage of 327.1x 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.

Leverage Record: July 20, 2026

Mon, 20 Jul 2026 23:59:00 GMT

16 tasks. July 20, 2026 closed at 30.0x weighted leverage across 692.5 human-equivalent hours in 1,383 minutes of wall-clock time. Supervisory leverage came in at 784.0x.

That is 17.3 weeks of human-equivalent throughput in 23.1 hours. The ceiling was 74.1x; the floor was 8.7x. 16 of the 16 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Build all 120 earth_space-cluster interactive simulations on the generalized harness (earth/space contract; build->verify workflow; recovered from 3 session-limit cutoffs + 2 ECONNRESET blips via…	420.0h	340m	3m	74.1x
2	Content production	24.0h	48m	10m	30.0x
3	Fleet units distillation: cert golden gate 96pct + 73 packages stamped + hardlink bug found; orchestrator store restore 73/73 via opus agent	20.0h	43m	2m	27.9x
4	Syllabus goal matcher + golden benchmark + course compiler in [engine subsystem] (88 tests; 86.2pct golden accuracy) via opus agent	36.0h	105m	2m	20.6x
5	Engine de-flag: collapse 5 ship-dark flags to always-on + dead-seam and surrogate deletion via opus agent	14.0h	41m	2m	20.5x
6	Content topology map: read-only inventory of all local (~70GB) + cloud (~216GB) AVIAN content copies with inode/hardlink/manifest verification, source-of-truth vs derived vs rollback-buffer classification,…	12.0h	40m	5m	18.0x
7	Close out 2026-07-19 audit: 3 Info items incl. a REAL IDOR fix across 27 avian-api routes (entitlement audit → require_own_entity + Tenant-Isolation Contract) + stale-docs rewrites + web mobile-axe-runner…	20.0h	70m	2m	17.1x
8	Fix all 14 Low staging-audit findings across 6 repos (engine/avian-api/auth/notification/web + onboarding-lows-in-avian-api) + build NEW automation-notification-retention EventBridge Lambda from scratch (repo…	28.0h	100m	2m	16.8x
9	Course-flow smoke harness web+electron with isolated 3-service stack; found entity-id 403 + boot-hang root cause via opus agent	20.0h	80m	2m	15.0x
10	Glossary plumbing: [engine subsystem]-runtime Phase 0 + hybrid checks migration + [content generation] lane across 3 repos (170 new tests) via opus agent	22.0h	96m	2m	13.8x
11	Honest full-corpus package audit (408 pkgs: 251 clean, 9 real defects) + verified [restricted] enforcement airtight end-to-end (wiring + 3 enforcement paths — contractual content cannot leak) + queued…	16.0h	70m	10m	13.7x
12	Glossary foundations: ADR-0012 acceptance + gl.* check family (8 checks; 65 tests; 97.88% cov) via opus agent	10.0h	50m	2m	12.0x
13	WP-C4 course catalog surfacing web+electron with prepared engine patch + warm-start un-gate via opus agent	12.0h	65m	2m	11.1x
14	Smoke re-run: file:// catalog defect found+fixed in electron; all 5 course flows PASS both clients; CHEM1B free-tier confirmed via opus agent	18.0h	100m	2m	10.8x
15	Engine lane: boot-hang [engine subsystem]-sweep root cause + skip/scope fix (measured 2.4x) and WP-C4 catalog projection via opus agent	12.5h	80m	2m	9.4x
16	Deployment	8.0h	55m	3m	8.7x

Aggregate Statistics

Metric	Value
Total tasks	16
Total human-equivalent hours	692.5
Total Claude minutes	1,383
Total supervisory minutes	53
Total tokens	41,442,958
Weighted average leverage factor	30.0x
Weighted average supervisory leverage factor	784.0x
Human-equivalent weeks	17.3

Analysis

The highest factor of the day came in at 74.1x and the lowest at 8.7x, a spread of 8.5 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 420.0 of the 692.5 human-equivalent hours, or 61 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 53 minutes against 1,383 minutes of execution, a ratio of about 1 to 26. Supervisory leverage of 784.0x 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.

Leverage Record: July 19, 2026

Sun, 19 Jul 2026 23:59:00 GMT

12 tasks. July 19, 2026 closed at 51.8x weighted leverage across 1,310.5 human-equivalent hours in 1,517 minutes of wall-clock time. Supervisory leverage came in at 1355.7x.

That is 32.8 weeks of human-equivalent throughput in 25.3 hours. The ceiling was 86.2x; the floor was 11.7x. 12 of the 12 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Build all 138 computer_science-cluster interactive simulations on the generalized harness (CS contract with real-algorithm correctness bar; build->verify workflow; recovered from 2 session-limit cutoffs via…	460.0h	320m	3m	86.2x
2	Build all 131 core_math-cluster interactive simulations on the generalized harness (math contract with exact-arithmetic correctness bar, jsxgraph->SVG/canvas, build->verify workflow, hand-recovered 2 partials…	430.0h	300m	3m	86.0x
3	Remediate all 3 Criticals + 22 Highs from staging readiness audit across 8 repos (engine, avian-api, auth, notification, onboarding, deletion-Lambda, web app, deploy infra): health-check auth exemption,…	80.0h	60m	4m	80.0x
4	Full readiness audit: orchestrated 5 parallel deep security+a11y sub-audits (engine/api/web-app/notification/onboarding), reconciled ~75 findings with the canonical pipeline report, produced a consolidated…	40.0h	50m	5m	48.0x
5	Full-monorepo canonical-values reconciliation via 36-agent workflow (recompute every value from source: content aggregates across 407 packages, specs, labs, 112-repo build metrics, [ip] from application…	30.0h	55m	8m	32.7x
6	Fix all 20 Medium staging-audit findings across 5 repos (engine/avian-api/auth/notification/web) + repair avian-api uncallable onboarding module + port S3 PII-delete endpoint + decommission onboarding-service…	42.0h	80m	5m	31.5x
7	Deploy avian-engine to AVIAN staging from staging branch: fixed the image build (uv --no-sources for vendored path-deps, numba>=0.61 for arm64 llvmlite wheel), added a CPU 'staging' profile (cloud d=512 +…	40.0h	95m	4m	25.3x
8	Deployment	140.0h	360m	15m	23.3x
9	Fix engine SQLAlchemy boot error + migrate engine to GPU in AVIAN staging: resolved branched-alembic-heads (ran 'upgrade heads' -> created governance_audit_log + all engine tables), confirmed GPU quota…	24.0h	85m	4m	16.9x
10	Populate AVIAN staging with full prod content + fix engine cold-boot OOM: server-side synced 6370 objects/16.5GB domain packages prod->staging, diagnosed boot-cache-miss forcing a full in-RAM parse (prod…	16.0h	70m	3m	13.7x
11	Prep omniscient sweep for all live/candidate/beta packages (403 domains, 3-at-a-time): root-caused engine symlink-overlay data-dir trap in gen_omni_sweep.py readiness gate; added start-temporal-worker.sh…	5.0h	24m	2m	12.5x
12	Debugging	3.5h	18m	2m	11.7x

Aggregate Statistics

Metric	Value
Total tasks	12
Total human-equivalent hours	1,310.5
Total Claude minutes	1,517
Total supervisory minutes	58
Total tokens	67,850,000
Weighted average leverage factor	51.8x
Weighted average supervisory leverage factor	1355.7x
Human-equivalent weeks	32.8

Analysis

The highest factor of the day came in at 86.2x and the lowest at 11.7x, a spread of 7.4 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 460.0 of the 1,310.5 human-equivalent hours, or 35 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 58 minutes against 1,517 minutes of execution, a ratio of about 1 to 26. Supervisory leverage of 1355.7x 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.

Leverage Record: July 18, 2026

Sat, 18 Jul 2026 23:59:00 GMT

19 tasks. July 18, 2026 closed at 34.3x weighted leverage across 1,143.0 human-equivalent hours in 1,998 minutes of wall-clock time. Supervisory leverage came in at 672.4x.

That is 28.6 weeks of human-equivalent throughput in 33.3 hours. The ceiling was 87.1x; the floor was 3.3x. 19 of the 19 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Build all 102 physics-cluster interactive simulations on the generalized domain-agnostic harness (build->verify workflow, physics authoring contract with real constants + numerical integration,…	370.0h	255m	3m	87.1x
2	Build all 139 biology-cluster interactive simulations on the generalized domain-agnostic harness (biology authoring contract with real base-pairing/codons/Nernst/Hardy-Weinberg, rive/lottie->procedural…	500.0h	350m	3m	85.7x
3	AVIAN root cleanup: 14-agent triage of 11 root docs vs codebase + 5-agent root-file dependency mapping; 4 designs converted to artifacts, 4 plans moved into repos, 6 files deleted (verified); refs repointed…	20.0h	50m	3m	24.0x
4	Phase 8.1 npm-workspace elimination: Verdaccio registry stood up in supporting-services (pinned image + config + idempotent publish-libs.sh w/ frozen historical versions), 13 pkg versions published, 19…	32.0h	105m	3m	18.3x
5	Feature-flag cleanup: cut 16 stale/dead+retire flags across 6 repos (gateway/web/android/supporting-services/[engine subsystem]/engine) with per-flag consumer checks + suite runs; reviewed 7 ADR ship-dark…	16.0h	55m	4m	17.5x
6	Deployment	10.0h	35m	4m	17.1x
7	CHEM1B web-serving audit: 10 gaps (2 engine inference bugs + catalog typo + unreachable sims/cases/scenarios + dead exam tips)	18.0h	65m	4m	16.6x
8	Coverage agent B: api secondary +659 statements (214 tests; composite exam_metadata bugfix)	28.0h	105m	5m	16.0x
9	WP-3.5 electron Direct-To parity (unit rail/chip/nudge/badges) + NextActionsResponse bug fixed in 2 places (53 tests)	14.0h	55m	4m	15.3x
10	Phase 8.3 root CLAUDE/AGENTS stub-shrink (content -> docs/avian-architecture project-reference docs, @import stub + plain stub) + full Verdaccio pipeline proof: publish script hardened (legacy-tag retry,…	6.0h	25m	2m	14.4x
11	WP-3.4 web Direct-To UI: UnitRail/FocusChip/nudge/badges + advance passthrough + NextActions shape bugfix (53 tests)	22.0h	100m	5m	13.2x
12	CHEM1B content repair: 389 validated questions (9 goals; 99.74% pass) + combined gas law lesson + exam tips + corpus v42 pipeline + engine reload	20.0h	100m	8m	12.0x
13	Deployment	24.0h	120m	12m	12.0x
14	Catalog schema completeness (sims/cases/scenarios fields) + loud categoryKey validation (15 tests; surfaced 15-course drift)	6.0h	33m	4m	10.9x
15	CHEM1B serving fixes: manifest-first category/tier + sims/case/scenario grants + exam-tips route+UI across 4 repos	20.0h	115m	15m	10.4x
16	WP-2.5 electron parity: Position Fix flow + IPC 5-layer port + QA gate + tips card (514 tests; found domainId wiring bug)	7.0h	70m	5m	6.0x
17	Prevention system: per-goal coverage checker + assembler density backstop + [engine subsystem] invariant + fleet census (11 true zero-question instances) + ChemFund v42 local serve (49 tests)	21.0h	225m	6m	5.6x
18	Engine /domains/load symlink containment + idempotency verification; golden harness 8/8 (12 tests)	4.0h	45m	4m	5.3x
19	Console-error fixes (TTS wrong-origin 404, bug-report 401, banners 502 degradation) + full activity-type vocabulary inventory (476 usages, 2 lists) + ship-now planSession compat fix so study-plan…	5.0h	90m	8m	3.3x

Aggregate Statistics

Metric	Value
Total tasks	19
Total human-equivalent hours	1,143.0
Total Claude minutes	1,998
Total supervisory minutes	102
Total tokens	68,892,048
Weighted average leverage factor	34.3x
Weighted average supervisory leverage factor	672.4x
Human-equivalent weeks	28.6

Analysis

The highest factor of the day came in at 87.1x and the lowest at 3.3x, a spread of 26.1 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 370.0 of the 1,143.0 human-equivalent hours, or 32 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 102 minutes against 1,998 minutes of execution, a ratio of about 1 to 20. Supervisory leverage of 672.4x 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.

Leverage Record: July 17, 2026

Fri, 17 Jul 2026 23:59:00 GMT

20 tasks. July 17, 2026 closed at 13.2x weighted leverage across 279.2 human-equivalent hours in 1,265 minutes of wall-clock time. Supervisory leverage came in at 197.1x.

That is 7.0 weeks of human-equivalent throughput in 21.1 hours. The ceiling was 22.7x; the floor was 3.3x. 16 of the 20 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Coverage agent A: api core +923 statements (328 tests; 2 production bugs fixed incl. never-working micro-challenge endpoint)	28.0h	74m	6m	22.7x
2	Scenario E PASS: real-study advancement harness (1040 lines), 3 transitions verified live, 2 methodology fixes (ground-truth polling, order-0 gate), competence-floor chain traced	9.0h	28m	1m	19.3x
3	Fix loop: 4 CONCERN packages root-caused (store/staging sync gap, NOT content) + fixed free via re-ingest/materialize/reload — re-sweep 4/4 at 100% (1363/1363)	8.0h	29m	1m	16.6x
4	Fix local avatar upload: endpoint-aware S3 helper in avian-api routing avatars/resume uploads to the local MinIO emulator; auth-service parity; provisioned buckets + policies	5.5h	20m	3m	16.5x
5	WP-3.1 engine focus store + dual-pool planner: 009 focus table + FocusConfig + frontier/maintenance budgets + CRUD (78 tests)	36.0h	135m	6m	16.0x
6	Coverage agent C: manifold/ring/training/governance +634 statements (159 tests; hnswlib unlock)	20.0h	75m	5m	16.0x
7	WP-2.1 engine placement service: 3-layer seeding + entity_placements + TT endpoints + posterior placement priors (85 tests)	28.0h	110m	6m	15.3x
8	Fix profile avatar upload (local S3 emulator) + P0 gateway entitlement bug blocking all paid courses + remove fabricated-question fallback + honest error UI, then audit & fix all 17 web-app error-maskings…	26.0h	110m	5m	14.2x
9	SAP-C02 scenario fix loop: 4 ceilings (pace/decay/seeding-trap/gate-deadlock) + 2 engine features + scenario C exam PASS	32.0h	150m	12m	12.8x
10	Debugging	6.0h	29m	1m	12.4x
11	WP-2.2 seeded-prior decay blend: two-gate root cause (honesty clamp dominant), patch-package application + fixture repairs, ADR-0011 — suite 6999 green	16.0h	79m	2m	12.2x
12	Scenario B: 9-journey mid-course omniscient sweep + comparator — 18/18 readiness, 6/8 faster-assertion misses root-caused to unbuilt WP-2.2 seeded-prior cliff (telemetry archaeology + engine source trace)	5.0h	28m	1m	10.7x
13	WP-2.4 web Position Fix flow + CHEM1B catalog surfacing + QA-status gate (351 tests green)	20.0h	115m	10m	10.4x
14	Audit and review	3.0h	18m	3m	10.0x
15	WP-3.3 gateway focus proxies + focus.updated SSE + completion-candidate seam (23 tests)	5.0h	30m	5m	10.0x
16	WP-3.2 unit completion gate + consent-gated advancement (62 tests; effort-bounded amendment)	16.0h	105m	7m	9.1x
17	WP-2.3 gateway placement proxies + SSE placement.completed + enrollment seed (29 tests + pre-existing coverage gate fix)	6.0h	40m	4m	9.0x
18	WP-3.2 follow-up: unit.completion-candidate relay wired to real engine payload (4 tests)	2.5h	17m	3m	8.8x
19	[engine subsystem] telemetry WP: RAG/omni telemetry parity + comparator snapshot fallback + snapshot-dir relocation + Temporal DB persistence (59 tests)	6.0h	50m	3m	7.2x
20	Fleet sweep 100% closure: final 3 stale-staging misses fixed (signature-verified, push+materialize+reload, re-sweep 3/3 at 100%) — 406/406 final tally	1.2h	23m	1m	3.3x

Aggregate Statistics

Metric	Value
Total tasks	20
Total human-equivalent hours	279.2
Total Claude minutes	1,265
Total supervisory minutes	85
Total tokens	12,122,660
Weighted average leverage factor	13.2x
Weighted average supervisory leverage factor	197.1x
Human-equivalent weeks	7.0

Analysis

The highest factor of the day came in at 22.7x and the lowest at 3.3x, a spread of 7.0 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 28.0 of the 279.2 human-equivalent hours, or 10 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 85 minutes against 1,265 minutes of execution, a ratio of about 1 to 15. Supervisory leverage of 197.1x 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.

Leverage Record: July 16, 2026

Thu, 16 Jul 2026 23:59:00 GMT

22 tasks. July 16, 2026 closed at 17.5x weighted leverage across 251.0 human-equivalent hours in 859 minutes of wall-clock time. Supervisory leverage came in at 485.8x.

That is 6.3 weeks of human-equivalent throughput in 14.3 hours. The ceiling was 36.9x; the floor was 6.5x. 22 of the 22 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	WP-1.1 course assembler v1: 10 modules + CLI + 99 tests, CHEM1B dry run verified (determinism, integrity, weights)	24.0h	39m	1m	36.9x
2	WP-0.2 hand-authored CHEM1B course spec (units 11-17, 69-leaf exact coverage, drift reconciliation, chem-nuc verification)	3.0h	5m	1m	36.0x
3	beta→candidate fleet migration: 69 specs+registry+staging coherently, ~407 reconciliation (dir-count myth), 2 production bugs found ([quality threshold] NULL, funnel-apply promotion integrity)	16.0h	31m	1m	31.0x
4	WP-0.6+0.7: checker blindspot fix (4-layout validation, 3 real defects surfaced), hardlink-safe npz migration script (guardrail-halted), atoms_v2 de-flag, images glob recursion, waiver lifecycle resolution	14.0h	31m	2m	27.1x
5	WP-0.5 engine simulation->lab rename + assign-simulation-to-goal path (false-premise correction, 3 latent catalog regressions caught, 29 tests)	22.0h	50m	1m	26.4x
6	[engine subsystem] WP-7.1+7.2: units-aware loaders, StudentProfile mid-course fields, graded-fidelity unit_placement bootstrap, seed-from-mastery hook (+104 tests)	14.0h	35m	1m	24.0x
7	Scenario B/C/D kit: [engine subsystem] fixes (lessons-root, exam-label null), goal-level mid-course fallback, 10 scenario profiles, readiness comparator validated on live sweep data (+80 tests)	20.0h	52m	1m	23.1x
8	WP-0.1 course-spec schema/parser/validator across 2 repos + WP-0.4 status investigation (refused stale reclassification via ADR archaeology)	6.0h	16m	1m	22.5x
9	Fleet omniscient sweep prep: 406 profiles, Temporal runner readiness + gotchas (flat-dir, --clouds AND), harvest script (found Temporal path drops verification rows), pilot config	7.0h	21m	1m	20.0x
10	Audit and review	40.0h	125m	3m	19.2x
11	WP-1.2+1.3: CHEM1B registered via real [engine subsystem] ingest/materialization + golden E2E harness (correctly blocked on corpus embedding gap; status-model finding)	8.0h	31m	1m	15.5x
12	Content production	12.0h	50m	2m	14.4x
13	WP-1.4: embeddings backfill (identity-gated e5 backfill of 40 nodes/40 pairs), corpus v41 + course package v2 via real ingest, golden E2E 8/8 PASS, amplify_pairs root cause	12.0h	52m	1m	13.8x
14	Engine fix batch: taxonomy topic-key alias (58 pkgs), /domains/load idempotency, exam passed:null default+provenance (+15 tests, fixture blast-radius audit, restart forensics)	6.0h	28m	1m	12.9x
15	Migration completion: principled gate fix (shared REGISTRY, ALWAYS_OPTIONAL), 74 domains to candidate (399 total), regen pilot (identity-gated, 54 stems/s, legacy-embedding non-reproducibility finding)	10.0h	48m	2m	12.5x
16	[engine subsystem]-service: fix stale MCQ mock fixtures dropped by new structural shape gate (root-caused to 58d2ce3, verified not a production regression)	2.0h	11m	1m	10.9x
17	WP-0.5b client lab/simulation split (web+electron+catalog, latent settings bug caught) + mathjs/jsxgraph dependency fix + rescue of 4 stranded lib commits	6.0h	35m	1m	10.3x
18	FOCPRO re-embed (broken node/pair embeddings) + 83 non-serving finding waivers + fixture soft-delete; waive-logic caught 5 held real gaps	5.0h	30m	2m	10.0x
19	WP-0.3 engine units-awareness: authored manifest units + fallback, unit filter fix, per-unit rollups, snapshot v10 (patch-verified handoff applied, 6933 tests green)	7.0h	42m	1m	10.0x
20	PMP 550 malformed-MCQ deterministic repair + structural MCQ shape generation gate (module+wiring+12 tests, committed 58d2ce3)	7.0h	45m	3m	9.3x
21	Fleet-engine swap + pilot omniscient sweep: 408 domains loaded (156s bulk reload, no wedge), pilot 3/3 at 100% (834/834), 2 engine bugs root-caused (exam-label null for 142 pkgs, taxonomy 500 for 58…	4.0h	27m	1m	8.9x
22	Atoms production-bug fix (d61123a) + generated/promoted 3 atoms domains (FOCE/Linux+/Network+); caught+fixed own finalizer premature-promotion race + coverage/criticals/dup-option fixes	6.0h	55m	2m	6.5x

Aggregate Statistics

Metric	Value
Total tasks	22
Total human-equivalent hours	251.0
Total Claude minutes	859
Total supervisory minutes	31
Total tokens	9,987,649
Weighted average leverage factor	17.5x
Weighted average supervisory leverage factor	485.8x
Human-equivalent weeks	6.3

Analysis

The highest factor of the day came in at 36.9x and the lowest at 6.5x, a spread of 5.6 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 24.0 of the 251.0 human-equivalent hours, or 10 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 31 minutes against 859 minutes of execution, a ratio of about 1 to 28. Supervisory leverage of 485.8x 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.

Leverage Record: July 15, 2026

Wed, 15 Jul 2026 23:59:00 GMT

3 tasks. July 15, 2026 closed at 22.1x weighted leverage across 57.0 human-equivalent hours in 155 minutes of wall-clock time. Supervisory leverage came in at 190.0x.

That is 1.4 weeks of human-equivalent throughput in 2.6 hours. The ceiling was 42.0x; the floor was 5.0x. 3 of the 3 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	CHEM1B mid-course placement + unit focus: 5-repo research, [ip] gap analysis, design contracts, and course-experience master plan	28.0h	40m	8m	42.0x
2	Content perfection plan + fleet fabrication forensics + [content generation] restart with fab-gate + sims integration research	24.0h	55m	5m	26.2x
3	Full-fleet omniscient sweep setup ([engine subsystem]): generalized profile generator to all 407 packages, resolved 4-dir content-alignment via AVIAN_DOMAIN_ROOT, added 3rd concurrency worker, built detached…	5.0h	60m	5m	5.0x

Aggregate Statistics

Metric	Value
Total tasks	3
Total human-equivalent hours	57.0
Total Claude minutes	155
Total supervisory minutes	18
Total tokens	1,160,000
Weighted average leverage factor	22.1x
Weighted average supervisory leverage factor	190.0x
Human-equivalent weeks	1.4

Analysis

The highest factor of the day came in at 42.0x and the lowest at 5.0x, a spread of 8.4 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 28.0 of the 57.0 human-equivalent hours, or 49 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 18 minutes against 155 minutes of execution, a ratio of about 1 to 9. Supervisory leverage of 190.0x 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.

Leverage Record: July 14, 2026

Tue, 14 Jul 2026 23:59:00 GMT

2 tasks. July 14, 2026 closed at 50.3x weighted leverage across 398.0 human-equivalent hours in 475 minutes of wall-clock time. Supervisory leverage came in at 2985.0x.

That is 9.9 weeks of human-equivalent throughput in 7.9 hours. The ceiling was 82.9x; the floor was 5.4x. 2 of the 2 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Review core/avian-simulations and build all 106 chemistry-cluster interactive simulations (SDK-based, scientifically-correct, self-validating; build->verify workflow orchestration + independent validator +…	380.0h	275m	5m	82.9x
2	Root-cause omniscient coverage gap ([engine subsystem]) + build/validate paraphrase-tolerant semantic option matcher; reject twin-gap guard via fidelity metric	18.0h	200m	3m	5.4x

Aggregate Statistics

Metric	Value
Total tasks	2
Total human-equivalent hours	398.0
Total Claude minutes	475
Total supervisory minutes	8
Total tokens	26,850,000
Weighted average leverage factor	50.3x
Weighted average supervisory leverage factor	2985.0x
Human-equivalent weeks	9.9

Analysis

The highest factor of the day came in at 82.9x and the lowest at 5.4x, a spread of 15.4 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 380.0 of the 398.0 human-equivalent hours, or 95 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 8 minutes against 475 minutes of execution, a ratio of about 1 to 59. Supervisory leverage of 2985.0x 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.

Leverage Record: July 13, 2026

Mon, 13 Jul 2026 23:59:00 GMT

7 tasks. July 13, 2026 closed at 10.5x weighted leverage across 51.5 human-equivalent hours in 293 minutes of wall-clock time. Supervisory leverage came in at 71.9x.

That is 1.3 weeks of human-equivalent throughput in 4.9 hours. The ceiling was 21.8x; the floor was 4.0x. 7 of the 7 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	[engine subsystem] Temporal migration V1 (journey-as-activity): researched [engine subsystem] pattern + [engine subsystem] orchestration (2 agents), built workflow/activity/client/worker/config/CLI mirroring…	20.0h	55m	4m	21.8x
2	Gated case-study repair lane in backfill_content (agent-built)	5.5h	18m	6m	18.3x
3	Canonical goal-resolution library + coverage completeness check in checks-lib (agent-built)	5.0h	20m	6m	15.0x
4	amplify_pairs silent-no-op fault cluster fix: taxonomy resolution + post-conditions + true cost accounting (agent-built)	5.0h	30m	6m	10.0x
5	[engine subsystem] omniscient calibration sweep: 42 AWS/GCP/Azure packages (2-at-a-time) — reviewed audit + Phase 0-4 remediation, fixed generator data-dir path, ran sweep to 42/42 pass, audited 14.3k graded…	8.0h	50m	8m	9.6x
6	Local serving stack bring-up: engine+gateway+webapp against materialized v6 tree with repaired-content verification (agent-built)	2.0h	30m	5m	4.0x
7	Priority-tranche completion campaign: forensics + finisher drivers + 47 packages to COMPLETE (orchestration)	6.0h	90m	8m	4.0x

Aggregate Statistics

Metric	Value
Total tasks	7
Total human-equivalent hours	51.5
Total Claude minutes	293
Total supervisory minutes	43
Total tokens	2,140,000
Weighted average leverage factor	10.5x
Weighted average supervisory leverage factor	71.9x
Human-equivalent weeks	1.3

Analysis

The highest factor of the day came in at 21.8x and the lowest at 4.0x, a spread of 5.5 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 20.0 of the 51.5 human-equivalent hours, or 39 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 43 minutes against 293 minutes of execution, a ratio of about 1 to 7. Supervisory leverage of 71.9x 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.

Leverage Record: July 12, 2026

Sun, 12 Jul 2026 23:59:00 GMT

8 tasks. July 12, 2026 closed at 26.0x weighted leverage across 282.0 human-equivalent hours in 652 minutes of wall-clock time. Supervisory leverage came in at 352.5x.

That is 7.0 weeks of human-equivalent throughput in 10.9 hours. The ceiling was 88.4x; the floor was 6.4x. 5 of the 8 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Temporal cutover forensics + verified re-cutover + 9-agent full review (job layer/design/[ip]/speed/validation) + P0 hardening batch (2 repos, 2256 tests green) + remediation artifact	140.0h	95m	6m	88.4x
2	Deployment	49.0h	65m	8m	45.2x
3	Post-crash forensics + validation screen relaunch: watchdogd panic diagnosis; ssh-agent leak fix; flashcards crash-resume; sequential load-gated runner; stack restart + commits	7.0h	25m	3m	16.8x
4	Validation funnel apply: per-item-verified hard-defect repairs → 538 fixes promoted live across 117 packages (gate refused bulk-trust, switched to per-item verify, 519 grounding→relink worklist); style-drip…	22.0h	80m	4m	16.5x
5	Infrastructure	26.0h	100m	5m	15.6x
6	Coding	9.0h	42m	7m	12.9x
7	Extended apply_verdicts.py with pairs/flashcards/prose lanes + generate_repairs.py; 4-gate addendum; caught+fixed real bug; live-tested vs production data (agent-built)	13.0h	95m	10m	8.2x
8	Temporal long-running-activity support (heartbeat pump + subprocess kill-on-cancel + per-kind timeouts) + Temporal-aware job resubmit (campaign-cutover enabler), 2 committed [engine subsystem] features w/ 26…	16.0h	150m	5m	6.4x

Aggregate Statistics

Metric	Value
Total tasks	8
Total human-equivalent hours	282.0
Total Claude minutes	652
Total supervisory minutes	48
Total tokens	6,795,000
Weighted average leverage factor	26.0x
Weighted average supervisory leverage factor	352.5x
Human-equivalent weeks	7.0

Analysis

The highest factor of the day came in at 88.4x and the lowest at 6.4x, a spread of 13.8 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 140.0 of the 282.0 human-equivalent hours, or 50 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 48 minutes against 652 minutes of execution, a ratio of about 1 to 14. Supervisory leverage of 352.5x 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.

Leverage Record: July 11, 2026

Sat, 11 Jul 2026 23:59:00 GMT

29 tasks. July 11, 2026 closed at 21.0x weighted leverage across 762.0 human-equivalent hours in 2,172 minutes of wall-clock time. Supervisory leverage came in at 205.9x.

That is 19.1 weeks of human-equivalent throughput in 36.2 hours. The ceiling was 60.0x; the floor was 5.5x. 24 of the 29 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Deployment	90.0h	90m	8m	60.0x
2	Design and frontend	140.0h	140m	8m	60.0x
3	TTU Biology + Anatomy & Physiology full-year coverage analysis (2 courses, 4 syllabi PDFs) vs live AVIAN domains, mirroring CHEM1B playbook	32.0h	33m	8m	58.2x
4	TTU Biology + Anatomy and Physiology full-year coverage analysis vs live AVIAN domains	32.0h	33m	8m	58.2x
5	Temporal migration design doc for [engine subsystem]/[engine subsystem] job substrate (3-way NATS/Temporal/Procrastinate research pivoted mid-task into a full Temporal migration plan per Cooper's decision:…	20.0h	30m	12m	40.0x
6	Temporal migration design doc ([engine subsystem]/[engine subsystem] job substrate)	20.0h	30m	12m	40.0x
7	Deployment	44.0h	100m	4m	26.4x
8	Judge-in-the-loop regeneration gate for [engine subsystem]-service action.regen_items (checks-lib mcq.judge.option_truth per-option judge + independent confirm adjudication + node_ambiguity/generation_quality…	14.0h	40m	8m	21.0x
9	Judge-in-the-loop regeneration gate ([engine subsystem] regen_items: routed judge + v4-pro confirm in retry loop, unrepairable classification)	14.0h	40m	8m	21.0x
10	Temporal migration Phase 1 for AVIAN [content generation] job layer: deploy integrated Temporal server into the shared-Postgres supporting-services stack (server+UI, namespace/720h retention/ports 7233+8080,…	26.0h	82m	6m	19.0x
11	Documentation	34.0h	110m	18m	18.5x
12	Infrastructure	80.0h	270m	15m	17.8x
13	Deployment	48.0h	175m	3m	16.5x
14	Bio Fundamentals + Anatomy&Physiology [engine subsystem]: synthesize+validate+ship v5 (blood unit / plant systems / succession / biomolecules)	24.0h	90m	10m	16.0x
15	Fix systemic [engine subsystem]-service [engine subsystem]/resume [content generation] hang: scope resume validation to PENDING nodes (Defect B) + hard per-node timeout bound on Pass-3 adversarial evaluation…	14.0h	55m	8m	15.3x
16	Fix [engine subsystem]-service [engine subsystem]/resume [content generation] hang (scoped validation + hard per-node timeout)	14.0h	55m	8m	15.3x
17	[engine subsystem] coverage baseline + latency integration test tier + 11 pre-existing test fixes	14.0h	60m	8m	14.0x
18	Except-stem uniqueness generation guard (mcq.gen.except_uniqueness) in [engine subsystem]-service: new [content generation]/questions/except_uniqueness.py reusing the mcq.judge.option_truth per-option judge…	6.0h	27m	8m	13.3x
19	Except-stem uniqueness generation guard (mcq.gen.except_uniqueness) in [engine subsystem]-service	6.0h	27m	8m	13.3x
20	SAA-C03 node-edit pilot: 125-item diagnosis via 5 sub-agents + dispatch-bug discovery + judge-gated regen (61% conversion) + findings doc	28.0h	160m	10m	10.5x
21	Close CHEM1B hardlink-corruption hazard in [engine subsystem]-service: hard refusal + isolated-build-then-finalize default across 11 [content generation]/pipeline call sites, 29 new tests, CLAUDE.md doc;…	14.0h	100m	4m	8.4x
22	Close CHEM1B hardlink-corruption hazard: hard refusal + isolated-build default ([engine subsystem]-service)	14.0h	100m	4m	8.4x
23	Testing	6.0h	50m	3m	7.2x
24	Debugging	6.0h	50m	3m	7.2x
25	Build isolated Temporal SPIKE proving worker-heartbeat self-heal (kill-worker auto-resume) for AVIAN [content generation] layer	6.0h	55m	8m	6.5x
26	Root-cause + fix live regression: build_real_action_llm hardcoded pool_size=1 (discarding config.llm_pool_size) broke QuestionValidator.map_structured for [engine subsystem]-service action.regen_items…	3.0h	30m	5m	6.0x
27	Root-cause + fix build_real_action_llm pool_size regression (hardcoded pool_size=1 predating regen kinds; regression tests on real construction seam)	3.0h	30m	5m	6.0x
28	Root-cause + fix live no-op regression: regen_items exhausted-retry logic silently discarded judge/confirm-confirmed defect evidence whenever a later attempt failed for an unrelated gate reason; reproduced…	5.0h	55m	6m	5.5x
29	Root-cause + fix regen evidence-loss no-op (mixed-retry case; real-package repro; seam tests through serialize chain)	5.0h	55m	6m	5.5x

Aggregate Statistics

Metric	Value
Total tasks	29
Total human-equivalent hours	762.0
Total Claude minutes	2,172
Total supervisory minutes	222
Total tokens	21,015,000
Weighted average leverage factor	21.0x
Weighted average supervisory leverage factor	205.9x
Human-equivalent weeks	19.1

Analysis

The highest factor of the day came in at 60.0x and the lowest at 5.5x, a spread of 11.0 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 90.0 of the 762.0 human-equivalent hours, or 12 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 222 minutes against 2,172 minutes of execution, a ratio of about 1 to 10. Supervisory leverage of 205.9x 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.

Leverage Record: July 10, 2026

Fri, 10 Jul 2026 23:59:00 GMT

15 tasks. July 10, 2026 closed at 22.2x weighted leverage across 319.0 human-equivalent hours in 862 minutes of wall-clock time. Supervisory leverage came in at 236.3x.

That is 8.0 weeks of human-equivalent throughput in 14.4 hours. The ceiling was 54.0x; the floor was 8.6x. 15 of the 15 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	AVIAN sim standardization: vendored amCharts5 (+Maps) offline, built the Sim SDK (shared shell/controls/theming + first-run coach-mark walkthrough + per-variable help + Guide modal), rebuilt Supply&Demand on…	36.0h	40m	4m	54.0x
2	AVIAN simulations: ElevenLabs narration pipeline (baked 6 clips + rewired blood-flow to play them, no browser TTS) + built one reference sim per interaction type (guided_builder Circuit Lab, data_widget…	40.0h	45m	3m	53.3x
3	Audit and review	36.0h	48m	2m	45.0x
4	Documentation	30.0h	45m	5m	40.0x
5	avian-[engine subsystem] remediation: verified stale-content failure is resolved + authored 5-phase remediation plan (all findings traced, Mermaid dep map, open decisions)	5.0h	10m	2m	30.0x
6	ADR-0010 fast-boot Phase-0 foundation, 5 repos: 7-agent recon + read-only AWS verification + build-readiness report; engine (3 flags, WP0.2 boot instrumentation, WP2.3 readiness bifurcation, WP1.4a loader…	80.0h	170m	4m	28.2x
7	AVIAN sims: built the macro AD–AS (Aggregate Demand & Supply) reference sim on the SDK+amCharts standard — AD/SRAS/LRAS curves, demand & supply shocks, output gaps, animated self-correction; registered +…	5.0h	13m	1m	23.1x
8	AVIAN sim SDK: added animated graph transitions + draggable curves (SimChart.dragHandle) to both amCharts econ sims, a safe markdown renderer for tour/help/guide bubbles (fixed raw HTML), and removed the…	4.0h	12m	2m	20.0x
9	AVIAN sims dev experience: container-side build-watch.sh + nginx sub_filter injecting livereload.js on every page — auto-reload on any file change (fixes Safari stale cache) + on-screen build-hash badge; no…	2.0h	10m	2m	12.0x
10	G1 Finisher: SAA-C03 AWS content adjudication+staging (services/[engine subsystem]) -- 780-item confirm-judge, waive 989 false-positives, found regen_items capability gap + 3 platform bugs, staged test path	16.0h	88m	15m	10.9x
11	G1 finisher: SAA-C03 independent adjudication (287/1276 confirmed, 80% FP discovery) + capability-gap diagnosis + 989 waivers	16.0h	88m	15m	10.9x
12	Fleet campaign: deterministic sharding (CampaignConfig shards + [engine subsystem] wiring + plan generator rework, verified 4907 shards/1.14M items)	9.0h	50m	6m	10.8x
13	[engine subsystem] self-recovery (lost-job auto-requeue + executor idle watchdog + infra liveness watchdog) plus supporting-services Postgres backup system + [engine subsystem]/[engine subsystem]-worker…	28.0h	165m	12m	10.2x
14	ARMED Option-4 campaign ops-prep (4 items): hub_max_concurrency config wiring end-to-end, campaign heartbeat-TTL mislabel fix (async subprocess polling), fleet dispatch-plan generator + dispatcher (build…	8.0h	50m	6m	9.6x
15	AVIAN sims fix: debugged (Playwright) + fixed the econ sims — HUD pointer-events swallowing chart clicks (drag blocked), amCharts snap vs a JS param-tween for animation, and mid-drag bullet recreation…	4.0h	28m	2m	8.6x

Aggregate Statistics

Metric	Value
Total tasks	15
Total human-equivalent hours	319.0
Total Claude minutes	862
Total supervisory minutes	81
Total tokens	10,795,000
Weighted average leverage factor	22.2x
Weighted average supervisory leverage factor	236.3x
Human-equivalent weeks	8.0

Analysis

The highest factor of the day came in at 54.0x and the lowest at 8.6x, a spread of 6.3 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 36.0 of the 319.0 human-equivalent hours, or 11 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 81 minutes against 862 minutes of execution, a ratio of about 1 to 11. Supervisory leverage of 236.3x 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.

Leverage Record: July 9, 2026

Thu, 09 Jul 2026 23:59:00 GMT

22 tasks. July 9, 2026 closed at 24.8x weighted leverage across 593.5 human-equivalent hours in 1,435 minutes of wall-clock time. Supervisory leverage came in at 481.2x.

That is 14.8 weeks of human-equivalent throughput in 23.9 hours. The ceiling was 109.1x; the floor was 3.8x. 22 of the 22 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	AVIAN simulation master list: cataloged 96 existing interactive components, orchestrated 22-agent workflow across all 261 academic domain specs, produced 2141-simulation master list + filterable gallery…	160.0h	88m	4m	109.1x
2	AVIAN simulations build-out: photoreal scriptable Three.js blood-flow reference (IBL/bloom/DoF/SSS + SimController narration-cue API, vendored offline three.js), upgraded gallery into live local test app with…	48.0h	55m	4m	52.4x
3	Documentation	44.0h	54m	8m	48.9x
4	WP13 platform-build closer: P0 boot-cache root-cause+fix (proven round-trip), both field guides rewritten w/ what-changed, doc-sync 7/7, spend_ledger writer, fleet hooks, final all-repo sweep	44.0h	56m	1m	47.1x
5	WP12 [engine subsystem] MCP catalog (66 tools, live stdio smoke) + CLI (13 groups, 2 live bugs caught) + docs set + backend punch list (batch-upsert 61-67x, spend/benchmarks/routing endpoints, severity-tile…	44.0h	82m	1m	32.2x
6	Option-4 round 3: voting engine + per-domain-class routing + fresh B-set protocol (checks-lib)	16.0h	36m	4m	26.4x
7	M1 status-vocab migration + ADR-0007 execution across 7 repos: 5-state lifecycle live (9 candidates), 70 CE [restricted], 16 excluded, private extinct; leak gates verified; 2 pre-existing bugs fixed;…	32.0h	82m	1m	23.4x
8	Option-4 round 2: grounded per-option judge + LLM-mode coverage calibration (checks-lib)	12.0h	33m	3m	22.0x
9	Coding	40.0h	111m	5m	21.6x
10	WP9a judge fixes + benchmark harness + real calibration (blind_compare confirm; fc check redesigned to clear bars; found the [engine subsystem] label-swap) + orchestrator [engine subsystem] server fix…	28.0h	95m	1m	17.7x
11	Updated both hosted field-manual artifacts ([content generation] Engine + AWS SAA-C03 worked example) to platform reality: new Registry section w/ SVG, blocking gates, 85-check framework + judge design,…	6.0h	25m	2m	14.4x
12	Option-4 round 7: mutator bug fixes + clean powered F-sets + pre-registered confirmation (checks-lib)	10.0h	45m	3m	13.4x
13	Post-[content generation] cleanup automation: [engine subsystem]-service build-dir cleanup after ingest + [engine subsystem] ingest-staging cleanup and real admin-prune delete mode	14.0h	65m	8m	12.9x
14	Post-[content generation] cleanup automation: [engine subsystem] build-dir cleanup + [engine subsystem] staging cleanup/real prune mode	14.0h	66m	8m	12.8x
15	G1 SAA-C03 golden-package operator pass: fixed reachable deterministic defects (v2-v4 lineage), discovered + precisely documented 7 platform bugs + 2 calibration classes; zero content harmed, live untouched	7.0h	37m	1m	11.4x
16	Option-4 round 7-EXT: pooled measurement extension → campaign GO + arm-ready package (checks-lib)	4.0h	21m	2m	11.3x
17	WP9b final: MCQ-judge escalation ladder (forced-CoT + ensemble, real calibration) — clean negative result establishing cheap-tier negation ceiling; JudgeClient hard-timeout fix; harvest economics quantified	20.0h	109m	1m	11.0x
18	Option-4 round 4: per-miss error analysis + negation-emphasis variant + C-set routing table (checks-lib)	14.0h	79m	4m	10.7x
19	Option-4 round 6: powered E-sets + Wilson bounds + mutator forensics + grok grounded probe (checks-lib)	16.0h	107m	5m	9.0x
20	Option-4 round 5: targeted fixes (retry/neg-scoped/derivable-support) + D-set close-out + tuning-pool bug catch (checks-lib)	12.0h	91m	6m	7.9x
21	FLEET-A operator pass: complete 407-domain dry-run ledger (2849 calls, 84s) + apply inventory + independent root-cause of action-apply and validate-noop blockers + 2 new bugs; [cost]spend	5.0h	43m	1m	7.0x
22	WP9a round 2: MCQ lever A/B re-benchmark (lever A reverted on evidence, lever B kept), [engine subsystem]-fix follow-through recalibration, honest no-winner verdict + escalation path	3.5h	55m	1m	3.8x

Aggregate Statistics

Metric	Value
Total tasks	22
Total human-equivalent hours	593.5
Total Claude minutes	1,435
Total supervisory minutes	74
Total tokens	15,552,467
Weighted average leverage factor	24.8x
Weighted average supervisory leverage factor	481.2x
Human-equivalent weeks	14.8

Analysis

The highest factor of the day came in at 109.1x and the lowest at 3.8x, a spread of 28.6 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 160.0 of the 593.5 human-equivalent hours, or 27 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 74 minutes against 1,435 minutes of execution, a ratio of about 1 to 19. Supervisory leverage of 481.2x 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.

Leverage Record: July 8, 2026

Wed, 08 Jul 2026 23:59:00 GMT

34 tasks. July 8, 2026 closed at 41.8x weighted leverage across 1,916.5 human-equivalent hours in 2,749 minutes of wall-clock time. Supervisory leverage came in at 991.3x.

That is 47.9 weeks of human-equivalent throughput in 45.8 hours. The ceiling was 154.8x; the floor was 4.8x. 34 of the 34 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Content [content generation] Platform comprehensive design: [engine subsystem] registry + validation framework + audit-as-code + benchmarked model routing + MCP/API/console + 13-WP implementation plan	80.0h	31m	6m	154.8x
2	AccelaStudy Classroom: research all 51 US homeschool jurisdictions (requirements/accreditation/lab-science/personal-finance) into state-requirements.json; author 30 world-language 102 specs + Personal Finance…	180.0h	90m	6m	120.0x
3	Coding	320.0h	170m	1m	112.9x
4	Review alpha K-12 domains; propose grades 5-12 curriculum for classroom.accelastudy.ai (scope-and-sequence + state-requirement mapping + published HTML artifact)	18.0h	13m	3m	83.1x
5	Audit AccelaStudy activity system; brainstorm + design 34-concept gamified activities playbook artifact	16.0h	12m	2m	80.0x
6	WP2 [engine subsystem] registry core: 13-table schema + hardlink version store + real 407-pkg backfill (33.6GB) + 54-endpoint API + ingest protocol + jobs/executor + lifecycle/leases/promotion + catalog…	140.0h	125m	1m	67.2x
7	Documentation	40.0h	40m	6m	60.0x
8	WP4 audit parity + adjudications: 299-item disposition map (zero silent losses), parity gate PASS, dup-options false-positive verdict, 34k dangling-pair confirmation, canonical duplicate-key root-cause; +…	44.0h	44m	1m	60.0x
9	WP10 [engine subsystem] operations console: 52 components, 3 faces, 10-tab content drill-down, issue-centric flow live-verified on real fleet data, Playwright 12/12 incl mobile+dark, caught real API shape…	88.0h	92m	1m	57.4x
10	WP0 content [content generation] platform: scaffold services/[engine subsystem] (FastAPI backend w/ API-key roles auth + async alembic + 63 tests/99% cov; React/Vite frontend w/ ThemeProvider + ApiKeyGate +…	28.0h	30m	15m	56.0x
11	WP11 rubrics: backfill_rubrics action (plan/apply, schema-validated) + goal-linkage embed matcher (floors, fallback) + rubric-aware case generation; SAA-C03 pilot proven (linkage 8-to-0, coverage 100%)	36.0h	41m	1m	52.7x
12	WP0 [engine subsystem] + avian-content-checks scaffold: 2 private repos + FastAPI backend (auth roles) + themed React shell + check-framework lib (170 tests; 99-100% cov; ports registered)	28.0h	33m	1m	50.9x
13	Remediate notification-service + onboarding-service: ~58 verified security/correctness fixes across both (all tiers), ~218 new regression tests, suites green (NS 466 / OS 395)	100.0h	125m	3m	48.0x
14	Coding	56.0h	72m	1m	46.7x
15	WP5a: model-based checks ([engine subsystem]+LLM judges), campaign runner, WP4 diffs applied for avian-content-checks	65.0h	87m	5m	44.8x
16	WP5a model-based checks: 13 [engine subsystem]/LLM judges (parse-failure-proof verdict channel) + campaign runner w/ hard budget stops + WP4 diffs applied + real calibration that caught a broken judge for…	65.0h	89m	1m	43.8x
17	WP1 content [content generation] platform: CONTENT_TYPES registry + full Pydantic content schemas in avian-[engine subsystem]-runtime (35 content types, ~20 schema modules, fixture mini-corpus, real-data…	36.0h	50m	8m	43.2x
18	WP8: actions catalog (13 [engine subsystem] worker-side runners incl. 3 LLM-gated + FakeLLM tests) + [engine subsystem] hub (catalog/scope/planning/API/2 hub handlers) + 12-endpoint content-browse API;…	72.0h	100m	8m	43.2x
19	WP8 actions catalog (13 actions, new-version-via-ingest, parity on 6 w/ 2 real bugs caught) + content-browse API (10 endpoint groups) + 14 legacy scripts deleted across engine+[engine subsystem]	72.0h	100m	1m	43.2x
20	WP1 CONTENT_TYPES registry (35 rows w/ requiredness predicates) + 18 content schema modules + fixture mini-package + writer-schema drift tests; 3 real drift bugs found+fixed; PACKAGE_FILES retired to derived…	36.0h	52m	1m	41.5x
21	WP3 deterministic check catalog: 71 checks + 31 mutators + runner/CLI + first-ever 552,976-finding fleet scan (backfilled record)	72.0h	104m	1m	41.5x
22	Critical-goal requirement in domain-spec generation (module+gate+authoring wiring+5-layer critical-field threading), enforce in runtime_artifacts+tests, apply to 360 specs+16 packages; Class1 canonical…	44.0h	65m	4m	40.6x
23	WP7 containerized job execution: real [engine subsystem]-worker image (2.27GB, 2 build bugs fixed) + container-per-job executor (kill-cancel 0.29s, restart-reattach, resource caps) + /complete client wiring;…	52.0h	80m	1m	39.0x
24	WP3b wire real 71-check catalog into [engine subsystem]: RealChecksBackend + findings dedup/resolve persistence + /validate + audit job kinds + issue-centric summary endpoints; 2 real bugs fixed (candidacy…	60.0h	114m	1m	31.6x
25	Complete code review of notification-service and onboarding-service (8 parallel review passes + hand-verification; 62 findings)	18.0h	35m	3m	30.9x
26	Extend Gap 8 outcome-aware credit to all clients: electron IPC options bridge + 6 graded screens + React TDZ fix; iOS EngineClient parity + pbxproj build-break fix; web+android reconciled (case_study…	13.0h	30m	2m	26.0x
27	Testing	8.0h	20m	3m	24.0x
28	Coding	20.0h	55m	4m	21.8x
29	Debugging	40.0h	110m	3m	21.8x
30	AVIAN cleanup buckets 1-2: log dumps + superseded scripts across 7 repos (grep-verified; engine suite 7294 green; ~290MB reclaimed)	5.0h	20m	1m	15.0x
31	Class 4 P2.2: build goal_weights+goal_similarity runtime artifacts for 32 packages (via patched write_runtime_artifacts, criticals applied) + finish Class 3 P26.3 question-tier fix + P6/P19 forensic…	7.0h	35m	2m	12.0x
32	P4.1 [engine subsystem] (11 pkgs +5016 pairs, 0 goals starved) + P24.2 question-quality repair (160 dup->0, 33 missing expl->0) + [engine subsystem] pair-gate (16.9% weak flagged) + MCQ correctness…	7.0h	60m	3m	7.0x
33	Move 10 private packages (HP/ASOIAF/48-Laws ~1.1GB) out of active store to private-packages/ + durable private-status filter in content-audit pkg_dirs + canonical 417->407 + purge from both S3 backup regions…	2.5h	25m	1m	6.0x
34	Finalize 14 held IB HL @0.93 domains via scope-aware adversarial-validation fix + critique persistence + blind-panel diagnosis + provenance ledger + crash/config fixes + 2 pipeline field-manuals	48.0h	600m	15m	4.8x

Aggregate Statistics

Metric	Value
Total tasks	34
Total human-equivalent hours	1,916.5
Total Claude minutes	2,749
Total supervisory minutes	116
Total tokens	44,625,000
Weighted average leverage factor	41.8x
Weighted average supervisory leverage factor	991.3x
Human-equivalent weeks	47.9

Analysis

The highest factor of the day came in at 154.8x and the lowest at 4.8x, a spread of 32.3 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 80.0 of the 1,916.5 human-equivalent hours, or 4 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 116 minutes against 2,749 minutes of execution, a ratio of about 1 to 24. Supervisory leverage of 991.3x 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.

Leverage Record: July 7, 2026

Tue, 07 Jul 2026 23:59:00 GMT

9 tasks. July 7, 2026 closed at 15.0x weighted leverage across 234.2 human-equivalent hours in 935 minutes of wall-clock time. Supervisory leverage came in at 369.9x.

That is 5.9 weeks of human-equivalent throughput in 15.6 hours. The ceiling was 80.0x; the floor was 3.6x. 7 of the 9 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	[ip] portfolio hardening: 8 CIP drafts (spec backfills; +87 claims; +10 figures; defect fixes; language hardening) + doc sync via 51-agent orchestration	120.0h	90m	2m	80.0x
2	Survey IB Spanish domain + activity/content-type systems; author ADR-0008 (world-language content types + four-skill activity model) + design-brief artifact	30.0h	30m	4m	60.0x
3	Autopilot activity-coverage audit + implement Gap1 minimal_pair_contrast dispatch (web+electron) and Gap2 credit-gate 5 types + regression test	22.0h	40m	4m	33.0x
4	Review 402-line portfolio analysis and build complete 16-week pre-filing execution plan (7 work streams to Oct 27 deadline)	6.0h	15m	2m	24.0x
5	Draft counsel engagement introduction email for AVIAN nonprovisional filings ([counsel] SF + Southlake variants)	3.0h	8m	3m	22.5x
6	Diagnose + fix VS Code blank-terminal (GPU/WebGL context loss) without losing shell sessions	1.5h	6m	3m	15.0x
7	Content production	11.0h	80m	3m	8.2x
8	Rebuild The Deferral epubs (full novel + preview + synopsis) from current manuscript; diagnose cwd-relative cover-path build failure and gitignored-but-tracked force-add; validate epub zip integrity + cover…	0.8h	6m	2m	7.5x
9	IB/AP domain [content generation] marathon: resumable harness rebuild ([content generation]-only + standalone activity backfill) + 4 non-lang academic domains shipped to beta; 29 deferred (validator/gate…	40.0h	660m	15m	3.6x

Aggregate Statistics

Metric	Value
Total tasks	9
Total human-equivalent hours	234.2
Total Claude minutes	935
Total supervisory minutes	38
Total tokens	11,539,000
Weighted average leverage factor	15.0x
Weighted average supervisory leverage factor	369.9x
Human-equivalent weeks	5.9

Analysis

The highest factor of the day came in at 80.0x and the lowest at 3.6x, a spread of 22.0 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 120.0 of the 234.2 human-equivalent hours, or 51 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 38 minutes against 935 minutes of execution, a ratio of about 1 to 25. Supervisory leverage of 369.9x 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.

Leverage Record: July 6, 2026

Mon, 06 Jul 2026 23:59:00 GMT

6 tasks. July 6, 2026 closed at 8.3x weighted leverage across 72.0 human-equivalent hours in 520 minutes of wall-clock time. Supervisory leverage came in at 86.4x.

That is 1.8 weeks of human-equivalent throughput in 8.7 hours. The ceiling was 10.1x; the floor was 3.4x. 6 of the 6 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Coding	16.0h	95m	10m	10.1x
2	Coding	20.0h	130m	12m	9.2x
3	Testing	28.0h	185m	18m	9.1x
4	Content production	3.5h	35m	3m	6.0x
5	AVIAN [engine subsystem] per-category response budget: right-sized reasoning max_tokens 16384->2048 + made [engine subsystem]_max_tokens per-category in the model registry (resolve_[engine subsystem]_config…	2.5h	40m	3m	3.8x
6	Coding	2.0h	35m	4m	3.4x

Aggregate Statistics

Metric	Value
Total tasks	6
Total human-equivalent hours	72.0
Total Claude minutes	520
Total supervisory minutes	50
Total tokens	2,690,000
Weighted average leverage factor	8.3x
Weighted average supervisory leverage factor	86.4x
Human-equivalent weeks	1.8

Analysis

The highest factor of the day came in at 10.1x and the lowest at 3.4x, a spread of 2.9 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 16.0 of the 72.0 human-equivalent hours, or 22 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 50 minutes against 520 minutes of execution, a ratio of about 1 to 10. Supervisory leverage of 86.4x 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.

Leverage Record: July 5, 2026

Sun, 05 Jul 2026 23:59:00 GMT

2 tasks. July 5, 2026 closed at 7.3x weighted leverage across 20.0 human-equivalent hours in 165 minutes of wall-clock time. Supervisory leverage came in at 85.7x.

That is 0.5 weeks of human-equivalent throughput in 2.8 hours. The ceiling was 8.0x; the floor was 6.0x. 2 of the 2 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Debugging	14.0h	105m	10m	8.0x
2	Coding	6.0h	60m	4m	6.0x

Aggregate Statistics

Metric	Value
Total tasks	2
Total human-equivalent hours	20.0
Total Claude minutes	165
Total supervisory minutes	14
Total tokens	870,000
Weighted average leverage factor	7.3x
Weighted average supervisory leverage factor	85.7x
Human-equivalent weeks	0.5

Analysis

The highest factor of the day came in at 8.0x and the lowest at 6.0x, a spread of 1.3 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 14.0 of the 20.0 human-equivalent hours, or 70 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 14 minutes against 165 minutes of execution, a ratio of about 1 to 12. Supervisory leverage of 85.7x 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.

Leverage Record: July 4, 2026

Sat, 04 Jul 2026 23:59:00 GMT

2 tasks. July 4, 2026 closed at 6.4x weighted leverage across 74.0 human-equivalent hours in 690 minutes of wall-clock time. Supervisory leverage came in at 185.0x.

That is 1.9 weeks of human-equivalent throughput in 11.5 hours. The ceiling was 6.7x; the floor was 5.6x. 2 of the 2 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	AVIAN overnight: 3-model benchmark harness + models.yaml phase routing + general misconceptions generator + full beta content remediation (ALL 44/44 beta candidate-ready (incl 3 IB DP math bundles))	60.0h	540m	15m	6.7x
2	AVIAN [engine subsystem] overnight omniscient sweep: brought up 8-service stack, diagnosed+fixed critical stale package-path defect ([engine subsystem] read retired avian-engine/data/domains not canonical…	14.0h	150m	9m	5.6x

Aggregate Statistics

Metric	Value
Total tasks	2
Total human-equivalent hours	74.0
Total Claude minutes	690
Total supervisory minutes	24
Total tokens	3,300,000
Weighted average leverage factor	6.4x
Weighted average supervisory leverage factor	185.0x
Human-equivalent weeks	1.9

Analysis

The highest factor of the day came in at 6.7x and the lowest at 5.6x, a spread of 1.2 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 60.0 of the 74.0 human-equivalent hours, or 81 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 24 minutes against 690 minutes of execution, a ratio of about 1 to 29. Supervisory leverage of 185.0x 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.

Leverage Record: July 2, 2026

Thu, 02 Jul 2026 23:59:00 GMT

3 tasks. July 2, 2026 closed at 10.3x weighted leverage across 32.0 human-equivalent hours in 187 minutes of wall-clock time. Supervisory leverage came in at 61.9x.

That is 0.8 weeks of human-equivalent throughput in 3.1 hours. The ceiling was 20.0x; the floor was 7.6x. 3 of the 3 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Debugging	10.0h	30m	8m	20.0x
2	Diagnose overnight kernel panic (watchdog-timeout from parallel-[content generation] OOM) and safely restart the interrupted 14-package IB DP [content generation] batch: model offload to shared [engine…	8.0h	47m	3m	10.2x
3	AVIAN [content generation]: dual-run 6-wide parallelization + [engine subsystem]/engine decoupling (PACKAGES_DIR+11 scripts+test+completeness-gate fix) + [ip-cluster] isolation architecture plan	14.0h	110m	20m	7.6x

Aggregate Statistics

Metric	Value
Total tasks	3
Total human-equivalent hours	32.0
Total Claude minutes	187
Total supervisory minutes	31
Total tokens	980,000
Weighted average leverage factor	10.3x
Weighted average supervisory leverage factor	61.9x
Human-equivalent weeks	0.8

Analysis

The highest factor of the day came in at 20.0x and the lowest at 7.6x, a spread of 2.6 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 10.0 of the 32.0 human-equivalent hours, or 31 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 31 minutes against 187 minutes of execution, a ratio of about 1 to 6. Supervisory leverage of 61.9x 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.

Leverage Record: July 1, 2026

Wed, 01 Jul 2026 23:59:00 GMT

42 tasks. July 1, 2026 closed at 29.4x weighted leverage across 518.5 human-equivalent hours in 1,059 minutes of wall-clock time. Supervisory leverage came in at 198.2x.

That is 13.0 weeks of human-equivalent throughput in 17.6 hours. The ceiling was 80.0x; the floor was 5.0x. 40 of the 42 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Author Civics and Government knowledge taxonomy for AccelaStudy AI	8.0h	6m	3m	80.0x
2	Author 94 alpha domain specs (29 languages, 10 AP gaps, 22 IB gaps, 30 K-12 grade courses, 3 pilots) via web-grounded 91-agent fan-out + generalized/hardened author_spec.py assembler; all pass structural…	120.0h	95m	5m	75.8x
3	Author 115 vertical certification domain specs via 2-wave web-grounded fan-out + vendor-canonical dedup gate; survived mid-run quota interrupt with zero content loss (external backup + git); all pass…	150.0h	120m	5m	75.0x
4	The Deferral: 3-round multi-agent editorial review (30 full-manuscript reads) + surgical revision (fair-play plant, thread closures, HERA seeding, opening rework, authenticity patches, 2 prose tic passes) +…	70.0h	90m	4m	46.7x
5	Greek 101 knowledge taxonomy for AccelaStudy AI Languages (CEFR A1, 68 leaf goals, 8 domains)	6.0h	12m	4m	30.0x
6	CAIA Level II knowledge taxonomy authorship	6.0h	12m	3m	30.0x
7	Author EX280 Red Hat OpenShift Specialist knowledge taxonomy with web research	8.0h	18m	5m	26.7x
8	The Deferral: full 15-reader editorial review + publication-prep structural revision (Ch31 split, boardroom scene, HERA interstitial, Finn cost arc, tic pass, Book-2 seeds, audit+docs)	40.0h	105m	3m	22.9x
9	Author USMLE Step 2 CK knowledge taxonomy for AccelaStudy AI	3.0h	8m	3m	22.5x
10	Czech 101 knowledge taxonomy 68 leaf goals CEFR A1 full prereq graph	4.0h	12m	4m	20.0x
11	Author Hungarian 101 knowledge taxonomy (CEFR A1) — 64 leaf goals, 89 prereq edges, 6 domains	4.0h	12m	3m	20.0x
12	Author CFP exam knowledge taxonomy (70 leaf goals, 8 domains)	4.0h	12m	3m	20.0x
13	Author QSBA Qlik Sense Business Analyst knowledge taxonomy - 72 leaf goals across 4 official exam domains	4.0h	14m	5m	17.1x
14	Author HashiCorp Vault Associate 002 exam knowledge taxonomy (63 leaf goals, 8 domains)	6.0h	22m	5m	16.4x
15	Author Swedish 101 CEFR A1 knowledge taxonomy for AccelaStudy AI Languages — 8 domains, 72 leaf goals	3.0h	12m	3m	15.0x
16	Grade 6 Mathematics CCSS knowledge taxonomy for AccelaStudy AI	3.0h	12m	3m	15.0x
17	Author OSEP PEN-300 knowledge taxonomy for AccelaStudy AI (80 nodes, 69 leaf goals, 14 prereq edges)	3.0h	12m	3m	15.0x
18	Author Turkish 101 knowledge taxonomy for AccelaStudy AI Languages (68 leaf goals, CEFR A1, ACTFL Novice)	4.0h	18m	5m	13.3x
19	Author IB Theatre HL knowledge taxonomy with web research	4.0h	18m	5m	13.3x
20	IB World Religions HL taxonomy authoring - 70 leaf nodes 9 domains	4.0h	18m	3m	13.3x
21	Author RHCA knowledge taxonomy for AccelaStudy AI	4.0h	18m	5m	13.3x
22	CIA exam knowledge taxonomy authoring (3-part IIA CIA blueprint research + 70-node flat node list)	4.0h	18m	3m	13.3x
23	Thin avian-engine to code+docs: hard-gated removal of 49G package content+caches (containment analysis vs canonical+S3, 683M external backup, per-item divergence diff) + root-cause fix of relative-path…	4.0h	20m	3m	12.0x
24	Author IB English Literature HL knowledge taxonomy — 73 nodes, 8 domains, 12+ prereq edges, web research	3.5h	18m	3m	11.7x
25	Author CIPP/US knowledge taxonomy for AccelaStudy AI (60-80 leaf goals across 5 exam domains)	4.0h	22m	3m	10.9x
26	Hebrew 101 knowledge taxonomy for AccelaStudy AI Languages	3.0h	18m	3m	10.0x
27	Author Finnish 101 CEFR A1 knowledge taxonomy for AccelaStudy AI Languages — 8 domains 72 leaf goals	3.0h	18m	3m	10.0x
28	Ukrainian 101 knowledge taxonomy authorship	3.0h	18m	5m	10.0x
29	AP Research knowledge taxonomy authorship	3.0h	18m	3m	10.0x
30	Author Databricks DE-P knowledge taxonomy with web research and official exam guide extraction	3.0h	18m	3m	10.0x
31	Author GPYC GIAC Python Coder knowledge taxonomy with web-researched exam blueprint	2.0h	12m	3m	10.0x
32	Author CAPA knowledge taxonomy for AccelaStudy AI	3.0h	18m	5m	10.0x
33	SHRM-SCP knowledge taxonomy authoring with web research	3.0h	18m	5m	10.0x
34	Author Praxis Core 5712-5722-5732 knowledge taxonomy for AccelaStudy AI	2.5h	18m	5m	8.3x
35	AP Seminar knowledge taxonomy (68 leaf goals QUEST framework)	3.0h	22m	3m	8.2x
36	Author CPIM knowledge taxonomy for AccelaStudy AI	3.0h	22m	5m	8.2x
37	Author Alteryx Designer Core (ADC) knowledge taxonomy - 69 leaf goals across 4 exam domains	2.0h	18m	5m	6.7x
38	Author CIPM knowledge taxonomy for AccelaStudy AI	2.0h	18m	3m	6.7x
39	CCSK taxonomy authoring - CCSK v5 12-domain knowledge map with 70 leaf goals	2.0h	18m	3m	6.7x
40	Author CFA Level III knowledge taxonomy for AccelaStudy AI	2.0h	18m	3m	6.7x
41	Coding	4.0h	45m	3m	5.3x
42	Author CIS-HRSD knowledge taxonomy for AccelaStudy AI	1.5h	18m	3m	5.0x

Aggregate Statistics

Metric	Value
Total tasks	42
Total human-equivalent hours	518.5
Total Claude minutes	1,059
Total supervisory minutes	157
Total tokens	27,965,000
Weighted average leverage factor	29.4x
Weighted average supervisory leverage factor	198.2x
Human-equivalent weeks	13.0

Analysis

The highest factor of the day came in at 80.0x and the lowest at 5.0x, a spread of 16.0 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 8.0 of the 518.5 human-equivalent hours, or 2 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 157 minutes against 1,059 minutes of execution, a ratio of about 1 to 7. Supervisory leverage of 198.2x 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.

Leverage Record: June 30, 2026

Tue, 30 Jun 2026 23:59:00 GMT

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.

Leverage Record: June 29, 2026

Mon, 29 Jun 2026 23:59:00 GMT

7 tasks. June 29, 2026 closed at 14.9x weighted leverage across 37.0 human-equivalent hours in 149 minutes of wall-clock time. Supervisory leverage came in at 79.3x.

That is 0.9 weeks of human-equivalent throughput in 2.5 hours. The ceiling was 28.6x; the floor was 7.2x. 7 of the 7 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Full readiness audit (structural) across 71 changed AVIAN repos: Phase 0 canonical validation + git hygiene + structural checks + architecture/[ip] cross-reference + report	10.0h	21m	3m	28.6x
2	Author IBM Storage Fusion domain specification taxonomy (68 leaves across 8 domains)	6.0h	18m	5m	20.0x
3	Web-research IBM Bob agentic enterprise development: curriculum domains and enablement structure	4.0h	15m	5m	16.0x
4	Triage+fix overnight math backfill: root-caused spec-shadowing resolver bug + math-filter gre/Greek substring bug, repaired 8 specs, cleaned bogus content, relaunched 10 math domains, rebuilt Slack monitor	5.0h	20m	3m	15.0x
5	AVIAN readiness-audit remediation: canonical sync + architecture [ip]-doc fixes (App GG back-port + 7 API sections + subsystem reconcile) + README content (7 repos) + audit-def/repo-map onboarding + 15…	6.0h	32m	2m	11.2x
6	IBM Bob Agentic Enterprise Development domain spec taxonomy (67-leaf goal tree across 8 domains)	3.0h	18m	5m	10.0x
7	AVIAN architecture doc fixes: GG to System_Architecture Appendix C + subsystem count note + Application_Interface AA-GG sections + README broken links + client README stale [ip] coverage	3.0h	25m	5m	7.2x

Aggregate Statistics

Metric	Value
Total tasks	7
Total human-equivalent hours	37.0
Total Claude minutes	149
Total supervisory minutes	28
Total tokens	1,555,000
Weighted average leverage factor	14.9x
Weighted average supervisory leverage factor	79.3x
Human-equivalent weeks	0.9

Analysis

The highest factor of the day came in at 28.6x and the lowest at 7.2x, a spread of 4.0 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 10.0 of the 37.0 human-equivalent hours, or 27 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 28 minutes against 149 minutes of execution, a ratio of about 1 to 5. Supervisory leverage of 79.3x 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.

Leverage Record: June 28, 2026

Sun, 28 Jun 2026 23:59:00 GMT

3 tasks. June 28, 2026 closed at 28.1x weighted leverage across 38.0 human-equivalent hours in 81 minutes of wall-clock time. Supervisory leverage came in at 142.5x.

That is 0.9 weeks of human-equivalent throughput in 1.4 hours. The ceiling was 50.0x; the floor was 15.0x. 3 of the 3 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Audit AVIAN learning activities (51 in catalog) + generated content completeness across cert vs academic, chemistry/physics/math focus	20.0h	24m	4m	50.0x
2	Design + build automation-slack-relay (HTTP Lambda to Slack chat.postMessage): 4 docs, handler + 17 tests, Terraform stack, /slack-notify skill; located existing Slack webhook creds	15.0h	45m	7m	20.0x
3	AVIAN activity catalog audit — cross-category breakdown + IB check + coverage gaps + GED deferred inventory	3.0h	12m	5m	15.0x

Aggregate Statistics

Metric	Value
Total tasks	3
Total human-equivalent hours	38.0
Total Claude minutes	81
Total supervisory minutes	16
Total tokens	985,000
Weighted average leverage factor	28.1x
Weighted average supervisory leverage factor	142.5x
Human-equivalent weeks	0.9

Analysis

The highest factor of the day came in at 50.0x and the lowest at 15.0x, a spread of 3.3 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 20.0 of the 38.0 human-equivalent hours, or 53 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 16 minutes against 81 minutes of execution, a ratio of about 1 to 5. Supervisory leverage of 142.5x 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.

Leverage Record: June 27, 2026

Sat, 27 Jun 2026 23:59:00 GMT

2 tasks. June 27, 2026 closed at 8.3x weighted leverage across 5.0 human-equivalent hours in 36 minutes of wall-clock time. Supervisory leverage came in at 30.0x.

That is 0.1 weeks of human-equivalent throughput in 0.6 hours. The ceiling was 10.0x; the floor was 6.7x. 2 of the 2 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Audit [engine subsystem]-service [content generation] code for silent-failure bombs	3.0h	18m	5m	10.0x
2	Consolidate [engine subsystem]-service [content generation] bomb report and fix plan	2.0h	18m	5m	6.7x

Aggregate Statistics

Metric	Value
Total tasks	2
Total human-equivalent hours	5.0
Total Claude minutes	36
Total supervisory minutes	10
Total tokens	180,000
Weighted average leverage factor	8.3x
Weighted average supervisory leverage factor	30.0x
Human-equivalent weeks	0.1

Analysis

The highest factor of the day came in at 10.0x and the lowest at 6.7x, a spread of 1.5 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 3.0 of the 5.0 human-equivalent hours, or 60 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 10 minutes against 36 minutes of execution, a ratio of about 1 to 4. Supervisory leverage of 30.0x 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.

Leverage Record: June 26, 2026

Fri, 26 Jun 2026 23:59:00 GMT

4 tasks. June 26, 2026 closed at 19.7x weighted leverage across 36.5 human-equivalent hours in 111 minutes of wall-clock time. Supervisory leverage came in at 243.3x.

That is 0.9 weeks of human-equivalent throughput in 1.9 hours. The ceiling was 26.2x; the floor was 12.0x. 3 of the 4 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Testing	24.0h	55m	3m	26.2x
2	Bring up + verify full AVIAN local stack (engine/api/web/notification); confirm all 248 live domains loaded in engine; end-to-end auth+session smoke test through gateway	3.0h	11m	3m	16.4x
3	Infrastructure	4.5h	20m	1m	13.5x
4	Testing	5.0h	25m	2m	12.0x

Aggregate Statistics

Metric	Value
Total tasks	4
Total human-equivalent hours	36.5
Total Claude minutes	111
Total supervisory minutes	9
Total tokens	2,310,000
Weighted average leverage factor	19.7x
Weighted average supervisory leverage factor	243.3x
Human-equivalent weeks	0.9

Analysis

The highest factor of the day came in at 26.2x and the lowest at 12.0x, a spread of 2.2 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 24.0 of the 36.5 human-equivalent hours, or 66 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 9 minutes against 111 minutes of execution, a ratio of about 1 to 12. Supervisory leverage of 243.3x 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.

Leverage Record: June 25, 2026

Thu, 25 Jun 2026 23:59:00 GMT

5 tasks. June 25, 2026 closed at 26.5x weighted leverage across 142.0 human-equivalent hours in 322 minutes of wall-clock time. Supervisory leverage came in at 473.3x.

That is 3.5 weeks of human-equivalent throughput in 5.4 hours. The ceiling was 29.1x; the floor was 10.0x. 2 of the 5 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Design and frontend	120.0h	247m	5m	29.1x
2	Coding	12.0h	28m	5m	25.7x
3	Audited all 73 AVIAN repos for stale docs and executed approved Tier 1+2 cleanup (logs/caches/backups/dups/checkpoints)	5.0h	20m	3m	15.0x
4	Tier3 stale-doc cleanup (clients/services/docs/websites) + per-repo staging commits & pushes across 8 repos avoiding WIP contamination	2.5h	12m	2m	12.5x
5	Design and frontend	2.5h	15m	3m	10.0x

Aggregate Statistics

Metric	Value
Total tasks	5
Total human-equivalent hours	142.0
Total Claude minutes	322
Total supervisory minutes	18
Total tokens	2,690,000
Weighted average leverage factor	26.5x
Weighted average supervisory leverage factor	473.3x
Human-equivalent weeks	3.5

Analysis

The highest factor of the day came in at 29.1x and the lowest at 10.0x, a spread of 2.9 times between the two. That is a narrow range, which tends to happen when a day stays inside one kind of work.

The largest single entry accounted for 120.0 of the 142.0 human-equivalent hours, or 85 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 18 minutes against 322 minutes of execution, a ratio of about 1 to 18. Supervisory leverage of 473.3x 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.

Leverage Record: June 24, 2026

Wed, 24 Jun 2026 23:59:00 GMT

19 tasks. June 24, 2026 closed at 15.0x weighted leverage across 117.0 human-equivalent hours in 468 minutes of wall-clock time. Supervisory leverage came in at 149.4x.

That is 2.9 weeks of human-equivalent throughput in 7.8 hours. The ceiling was 28.1x; the floor was 5.4x. 10 of the 19 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Accessibility contrast-standard rollout: codified WCAG 2.1 AA contrast standard in avian-design-system (docs+tokens) and applied uniformly across 18 repos (marketing sites, React apps, libs, services);…	30.0h	64m	4m	28.1x
2	Deployment	14.0h	35m	6m	24.0x
3	Parallel [content generation] safety audit for [engine subsystem]-service	3.0h	8m	5m	22.5x
4	Added 6 new fleet tools to the corporate tools site: authored 6 rich frontmatter-driven marketing pages (23-28 feature cards each, specs, flowcharts, replaces) via a 6-agent fan-out from each tool's spec,…	11.0h	30m	1m	22.0x
5	Testing	4.5h	16m	1m	16.9x
6	Coding	3.5h	14m	2m	15.0x
7	Leverage reconciliation + post backfill: resynced a divergent week of metrics-tracker records (local CSV was 34 behind the shared DB; backfilled cloud->CSV using a numeric fingerprint to survive task…	5.5h	25m	1m	13.2x
8	Coding	6.0h	28m	2m	12.9x
9	Leverage CSV maintenance: one-pass structural cleanup (reconstructed an unquoted-comma row + a field-short row from cloud-authoritative values, normalized all 2399 rows to proper CSV quoting) + full-history…	2.5h	12m	1m	12.5x
10	De-risked Opus [engine subsystem]: root-caused all-reject verdicts to a transient Agent-SDK subscription error (CLI exits non-zero -> 'error result: success') with zero judge retry; built 3 reproductions…	4.5h	22m	1m	12.3x
11	Diagnosed + fixed 42 un-synthesizable alpha specs surfaced by the parallel workers: backed-up data repair of 41 specs (depth_constraints/available_at list->str, passing_score float->int) + fixed the…	3.5h	18m	1m	11.7x
12	Coding	1.5h	8m	3m	11.2x
13	Testing	16.0h	88m	3m	10.9x
14	Diagnosed [content generation] stray-output-path bug (CWD-relative writer default sent packages 1 level too high into Projects/core); preserved 2 gate-passing packages GSEC+CSM to canonical tree; built…	3.0h	22m	2m	8.2x
15	Write Aegis marketing page for renkara.com tools site	1.5h	12m	3m	7.5x
16	Coding	1.5h	12m	3m	7.5x
17	Coding	1.5h	12m	3m	7.5x
18	Write Atlas marketing page for renkara.com tools site	1.5h	14m	4m	6.4x
19	Testing	2.5h	28m	1m	5.4x

Aggregate Statistics

Metric	Value
Total tasks	19
Total human-equivalent hours	117.0
Total Claude minutes	468
Total supervisory minutes	47
Total tokens	4,796,000
Weighted average leverage factor	15.0x
Weighted average supervisory leverage factor	149.4x
Human-equivalent weeks	2.9

Analysis

The highest factor of the day came in at 28.1x and the lowest at 5.4x, a spread of 5.2 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 30.0 of the 117.0 human-equivalent hours, or 26 percent of the day. No single task dominated the total, so the weighted average is representative.

Supervisory time was 47 minutes against 468 minutes of execution, a ratio of about 1 to 10. Supervisory leverage of 149.4x 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.

Leverage Record: June 23, 2026

Tue, 23 Jun 2026 23:59:00 GMT

26 tasks. June 23, 2026 closed at 19.2x weighted leverage across 325.0 human-equivalent hours in 1,015 minutes of wall-clock time. Supervisory leverage came in at 187.5x.

That is 8.1 weeks of human-equivalent throughput in 16.9 hours. The ceiling was 200.0x; the floor was 1.7x. 14 of the 26 entries came from a single project.

Task Log

#	Task	Human Est.	Claude	Sup.	Factor
1	Testing	40.0h	12m	3m	200.0x
2	Fleet-wide test coverage for all 19 libs/ libraries (~1,750 tests via 14 parallel agents, coverage gates wired, console-sim coverage pipeline repaired) + authored libs-audit.md + dated report + ledger…	135.0h	120m	3m	67.5x
3	The Deferral — extend continuity ledger: added 15 prose-anchored canonical facts (roles, names, St. Alastair facility, 24-yr institutionalization, Luthor self-destruct, Elysium, etc.) across 11 chapter parts;…	3.0h	9m	1m	20.0x
4	The Deferral - implemented Phase 5 background reconciliation in the continuity-audit checker plus README link/prose repair (243/243 green) then committed and pushed	3.5h	12m	1m	17.5x
5	fix-coverage-pipeline-add-view-tests-avian-console-sim-react	26.0h	90m	10m	17.3x
6	avian-ui-react test coverage: 7 component test files + 2 renderer files + coverage-v8 setup (312 tests green LINES 80%)	7.0h	25m	7m	16.8x
7	The Deferral - built deterministic continuity-audit harness (canonical + ledger + checker + reports) modeled on avian-audits	5.0h	18m	3m	16.7x
8	The Deferral - manuscript consistency audit and Tier 3-5 fixes across 13 files	10.0h	40m	4m	15.0x
9	The Deferral continuity audit: deep prose-vs-ledger verification sweep; found+fixed 2 ledger defects (fabricated Prologue L44 quote, misattributed Epilogue L75 fact) and added Phase 6 quote-fidelity check…	5.0h	20m	2m	15.0x
10	The Deferral - scaled continuity-audit ledger to all 34 chapters via 8 parallel extraction agents (615 facts) plus checker hardening to a clean 225/225 audit	8.0h	35m	2m	13.7x
11	Refactoring	8.0h	36m	1m	13.3x
12	Diagnosed and fixed broken Atom/RSS feeds: root-caused malformed XML (analytics