HUMANITY AUGMENTED / KPI
How an augmented operation is estimated.
An internal analysis of indicators, assumptions, and methodological limitations.
Open on YouTubeHumanity Augmented Report · 2026Research / Report
How to study augmented capacity.
An internal analysis of activity volume, assisted processes and time recovered. Estimates require a reproducible methodology before they can serve as productivity evidence.
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HUMANITY AUGMENTED / KPI
Ideas, systems, and results explained in motion.
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The main idea
An internal analysis of activity volume, assisted processes and time recovered. Estimates require a reproducible methodology before they can serve as productivity evidence.
Net time recovered = initial time − assisted execution − review − rework. Capacity per period = accepted deliverables / human hours. Capacity change = subsequent capacity / initial capacity.
Internal estimates with incomplete documentation.
The previous edition reported 20 billion token equivalents, 2.18 million operations, 6 zettaFLOPs, 35% agentic processes, and an 8.7 multiplier. The full period, source records, conversion rules, and denominators needed to reproduce those figures were not published. They are retained here as reported historical estimates, rather than verified results.
More computational activity does not, by itself, prove greater productivity.
Measure by task before aggregating.
To evaluate capacity, record task, volume, initial human time, assisted time, review and rework; keep quality criteria constant. A comparison requires equivalent cohorts and windows.
Net time recovered = initial time − assisted execution − review − rework. Capacity per period = accepted deliverables / human hours. Capacity change = subsequent capacity / initial capacity.
Separate activity, quality, and outcomes.
Do not convert tokens, images or calls into equivalents without publishing the formula and assumptions. Measure quality, cost, adoption and business results separately.
What should accompany a figure.
The measurement record should include the period, sample, sources, formula, exclusions, owner, and reproducible evidence. Until that exists, these estimates are not presented as benchmarks or guarantees.
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