Comparison of Critical and Pragmatic Realism, based on my gemini interaction May2026 using Gene Bellinger's AI prompts

The calorie reduction by Gene, copied so I can include stress, high intensity exercise, sleep and carb restriction.

Simulation model details the change in allele frequency of resistant mosquitoes when the government began spraying DDT. The few mosquitoes that naturally survived the chemical sprays reproduced, and created a large population of resistant mosquitoes. When DDT was sprayed later to prevent the spread of malaria, the DDT was not as effective because of the large amount of DDT-resistant phenotypes in the population.

A basic production model showing negative and positive loops, often called a balancing model.
Thanks
Gene.

Unfolding story based on Bogdanov's original A Short Course of Economic Science text and Pilyugina's 2019 article Revisited July 2026 after reading Sven Beckert's 2025 Book Capitalism a Global HIstory (see short video and longer video) Causal loop summary based on my Gemini interaction using Gene Bellinger's AI prompts

Unfolding story of a fuller picture based on the history, uses and abuses of the term as covered in wikipedia, with system dynamics work on fisheries and climate change

WIP Adding Pragmatism, Critical Realism and Category Theory to  WIlliam Powers' Perceptual Control Theory to explain ways of thinking, with similarities to structure agency theory. Based on help from Gene Bellinger's conversations with Gemini Nov2025, named Unified Cybernetic Realist Model

The calorie reduction by Gene, copied so I can include stress, high intensity exercise, sleep and carb restriction.

CLD based on Modern Monetary Theory and Marxism transcript of Macro and Cheese podcast Jan 2026 and gemini  interaction using Gene Bellinger's  AI prompts, including about State Money and the Class Struggle

This is a stock-flow consistent model, namely a modified version of the simplest (PC) model with money and boonds.

Godley/Lavoie (2006), chapter 4

(I had to change the equation for consumption demand. The disposable income now enters with a time lag of one period. Otherwise the model would be recursive and would not work in Insight Maker. Thanks to Gene for support.)

This model contains components supporting the Fire the Bunch example for Systemic Perspective Development Guide.

Challenge the assumptions around aging AR symptoms 

1. The named issues are potential problem statements-in my experience these are the least likely cause.  

2. We can conclude the same lower probability and unlikely to be the actual source of the problem.   

In high tech or industries with products and services we can assume the introduction of stronger controls around software and management of the software when forced into a product model.   The primary threat for most ADVANCED or medium risk.  
While some cases may have the probability to be simply resource performance or lack of.  

The most common problem which has been associated with the complaints or problem targets in this model have more to do with understanding the different revenue triggers in an offer.

Serious again AR reports with specific customers of higher dollar amounts, two distinct patterns identified

1. High Dollar large Enterprise or Global Customer

AND 

2. Aging beyond 90 days

In the situations where both 1 & 2 are true; assume a different problem.  Large customers typically do not buy boxes.  These customers can buy in bulk at discounted rates.  

If a customer purchased from you and you are not a large distribution house or similar sized strategic partner with other large customers.  You are far more likely to be moving from boxes to solutions.   The growing pains tend to be greatest around unpaid invoices in AR.  

Not having a resource or business model to support the solution concept?  Dig deeper-3rd party service providers may be doing the work.  

Custom solutions are always new-as these models are never straightforward and no two solution providers have managed to deliver in the same way.  

Prevent

The highway analogy was designed specifically for this purpose.  

See the "offer type" to aid in the way you might distinguish between the various growing pains.   

See the two sections near the end of the prezi which supply the context for comparing inputs from supplier expenses to inputs from revenue.   
http://prezi.com/zermje-isahd/1-design-strategy-and-value-for-your-new-coaching-business/

Each lane corresponds to the low=Fast lane, medium=middle and high = Slow lane

Solutions
In the North Bound direction, you can assume payment upon reaching the final destination. In some cases we are talking about a year.  

If not a solution - then you are likely dealing with other problems such as...
Do partial shipments prompt an invoice?   

Customers will most often pay when all components are shipped and actually mark your organization lower for making their effort higher to check in each part or the components individually.   

The customers warehouse moves often throughout the day, the chances of losing components are greater and problematic. In the voice of the customer you will find many customers know the problem can be avoided if your process shipped all components upon the full orders readiness.    

Does the invoice issue based on shipment of product or software?  

A server without the license admin - cannot be billed until registration of the software.  

Hardware must be loaded to download or load from CD an admin server seat.  

No clients nor the Server admin can be invoiced until the various hardware components are complete and tested.  

Revenue recognition on the hardware may be the price for a server and all components.  The customer can dispute the invoice until the point of registration of the server admin.  

Drop ship from supplier to customer initiates an invoice?
When drop ship prompts an invoice the process must be redefine to align with the appropriate risk type.   

Auditors will eventually realize your invoice issue and ability to accurately

Expanded from MMT 101 Overview insight which  used Jim Byrne's popular mmt101 blog entry Modern Monetary Theory (MMT) in 70 Bullet Points as the basis of my Gemini interaction Feb 2026 using Gene Bellinger's AI Causal loop diagram prompts. This extension including 2019 notes (orange hexagons) and my  Additional Gemini interaction to include interest rates (blue hexagons)

Unfolding WIP of Eric Wolstenholme's explanation of hospital congestion from March 2022 Youtube video and online stella presentation. Use of cascading interlinked archetypes. See Kumu version,  early discharge boundaries IM for an earlier version and Generic Archetypes IM from Gene and Simpler Version IM

The calorie reduction by Gene, copied so I can include stress, high intensity exercise, sleep and carb restriction.

 Learning THread for hybrid models including Grimm's ODD and Nate Osgood's ABM Modeling Process and Courses

Clone of Gene Bellinger's simulation insight  ( This is one of the few foundation archetypes., the others being the growth structure and independent growth at insight  foundation trilogy. separated out so one could work with it in isolation. See also Archetypes. Video * Trilogy ); Health examples relevant to the audience are in the notes (which may be changed)

This is a stock-flow consistent model, namely the simplest (SIM) model with government money.

Godley/Lavoie (2006), chapter 3

(I had to change the equation for consumption demand. Disposable income and wealth now enterwith a time lag of one period. Otherwise the model would be recursive and would not be solvable in Insight Maker. Thanks to Gene for support.)

​This working Simulation outlines the current impact the Koala population is undergoing to certain disease, enironmental impacts and human redevelopment and involvement, and then the actions which will need to be taken if the current trend is to improve. 

In the study we used a control group of 1000 individuals with a better then average birth to death ratio so the population with no outside influences or negative impacts would gradually grow. Then we introduced the current major dangers to the Koala with the current statistic trend of a 10% decline in population every year over a 20 year period. With this we then introduced measures and plans to reverse this trend and put the Koala population back on track. Of course figures are only speculative however there is a marked improvement over the 20 year period for the small koala population.