Evidence

Format Web Page

"Adjustments to financial streams could form a running record of how people rearranged their cash flow."

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Location PART 3 - THE THIRD AXIS CHAPTER 17: THE FOOD IS IN THE FOREST The Food is in the Forest - Root

Source title Introducing the Stream Accounting Tool & API: Money Stream Accounting Made Easy

Source authors Vijay Michalik

Source year 2023

Confidence high

Importance high

Format Web Page

"People could fiddle with a slider to choose how much of their earned paycheck to receive early."

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Location PART 3 - THE THIRD AXIS CHAPTER 17: THE FOOD IS IN THE FOREST The Food is in the Forest - Root

Source title MHR Help Center - How to Transfer Your Pay

Source authors MHR Help Center

Source year 2026

Confidence high

Importance high

Format Online paper / PDF

"Millions of workers were already accessing part of their earned wages before payday in the 2020s."

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Location PART 3 - THE THIRD AXIS CHAPTER 17: THE FOOD IS IN THE FOREST The Food is in the Forest - Root

Source title Data Spotlight: Developments in the Paycheck Advance Market

Source authors Consumer Financial Protection Bureau

Source year 2024

Confidence high

Importance mid

Format Online paper / PDF

"Within the limits of their earned pay, people could pull forward part of their paycheck today, reducing what they received on their later payday."

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Location PART 3 - THE THIRD AXIS CHAPTER 17: THE FOOD IS IN THE FOREST The Food is in the Forest - Root

Source title Data Spotlight: Developments in the Paycheck Advance Market

Source authors Consumer Financial Protection Bureau

Source year 2024

Confidence high

Importance high

Format Web Page

"Getting your paycheck in one continuous flow was already technically possible before the late 2030s."

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Location PART 3 - THE THIRD AXIS CHAPTER 17: THE FOOD IS IN THE FOREST The Food is in the Forest - Root

Source title Superfluid Protocol is Now Live on Base

Source authors Rhys Hanak

Source year 2023

Confidence high

Importance high

Format Online paper / PDF

"AI progress is uneven across tasks, and success on one benchmark cannot be safely extrapolated to all other capabilities."

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Location PART 3 - THE THIRD AXIS CHAPTER 16: CONNECTING THE SPECKLES Normalized Deviance

Source title General scales unlock AI evaluation with explanatory and predictive power

Source authors Lexin Zhou et al.

Source year 2026

Confidence high

Importance high

Format Online paper / PDF

"Managing AI systems involves the people who develop, deploy, use, evaluate, and govern them, rather than developers alone."

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Location PART 3 - THE THIRD AXIS CHAPTER 16: CONNECTING THE SPECKLES Normalized Deviance

Source title Artificial Intelligence Risk Management Framework (AI RMF 1.0)

Source authors Elham Tabassi

Source year 2023

Confidence high

Importance mid

Format Online paper / PDF

"Formality, evaluation, and accountability help software makers manage generative AI risks throughout the system lifecycle."

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Location PART 3 - THE THIRD AXIS CHAPTER 16: CONNECTING THE SPECKLES Normalized Deviance

Source title Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile

Source authors Chloe Autio; Reva Schwartz; Jesse Dunietz; Shomik Jain; Martin Stanley; Elham Tabassi; Patrick Hall; Kamie Roberts

Source year 2024

Confidence high

Importance high

Format Online paper / PDF

"AI-assisted code contributions can increase code review and rework demands on experienced software maintainers."

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Location PART 3 - THE THIRD AXIS CHAPTER 16: CONNECTING THE SPECKLES Normalized Deviance

Source title AI-Assisted Programming Decreases the Productivity of Experienced Developers by Increasing the Technical Debt and Maintenance Burden

Source authors Feiyang Xu; Poonacha K. Medappa; Murat M. Tunc; Martijn Vroegindeweij; Jan C. Fransoo

Source year 2026

Confidence high

Importance high

Format Online paper / PDF

"Low-quality AI-generated work can reach colleagues and create additional downstream repair work."

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Location PART 3 - THE THIRD AXIS CHAPTER 16: CONNECTING THE SPECKLES Normalized Deviance

Source title The hidden cost of workslop: What the numbers mean for your organization

Source authors BetterUp Labs; Stanford Social Media Lab

Source year 2025

Confidence high

Importance high