Field Note: [fn.0.a ] The 5 Core Learning Processes For Any Complex Topic
- Steps to an Ecology of Bitcoin:
- The Bridge
- The Master Framework
- Part I: The Leaking Bucket (fn.0.a1)
- Part III: The Learning Zone Problem (fn.0.a2)
- Part IV: The Richmond-Ackoff Synthesis
- Part V: The Richmond-Huxley Synthesis
- Part VI: The Richmond-Von Foerster Synthesis
- Part VII: Three Systems Thinking Skills (fn.0.a3)
- Part VIII: Effective Bitcoin Citizenry (fn.0.a4)
- Part IX: Bitcoin Applications
- Part X: The Complete Learning Model
- The Bitcoin Parallel
- Summary: The Richmond Contribution
- Navigation
id: fn.0.a
title: "Richmond's Five Learning Processes"
parent: fn.0
extends: step.01, step.02
connects: fn.0.d, fn.0.f, fn.1.b
status: complete
contains: fn.0.a1, fn.0.a2, fn.0.a3, fn.0.a4
source: "Barry Richmond - The Thinking in Systems Thinking"
Steps to an Ecology of Bitcoin:
The 12 part article series continues here with a side-trail adventure. This offshot is actually a slot canyon within a slot canyon.
The Bridge
In step.01, we confronted the definition problem: What is Bitcoin? Your answer reveals your framework, not the thing itself.
In step.02, we encounter autopoiesis: self-production, self-making, the organization of the living.
Here in this field note we are extending the idea that Bitcoin is different in its essence itself - it can not be taught like you are s propfessor lecturing students.
Why Bitcoin Can’t Be Taught
“ Just as eating doesn’t do anything to build stomach muscles, assimilating does virtually nothing to build students’ thinking capacity!“ ,— Barry Richmond
“The dirty little secret, which everyone knows only too well, is that shortly after the content purge, much of what had been assimilated fades from working memory—as if to make room for the next assimilation binge.” — Barry Richmond
The Master Framework
Barry Richmond , creator of the S.T.E.L.L.A software system in the 1980’s, was a pioneer in creating digital learning environments using Systems Thinking principles taught by Jay Forrester at the Sloan School of Management at M.I.T.
Richmond identifies five core learning processes. The first two LEAK. The last three DON’T.
But what does it mean to leak? Think about knowledge as accumulation of data, just like a water faucet dripping into a bucket, but this bucket has holes. Hence the leaky bucket metaphor.
Here are the 5 core learning processes:
-
Content Assimilating
-
Gaining Understanding
-
Building Understanding
-
Building Capacity for Building
-
Building Capacity for Sharing
TABLE 1.0. Describes the relationship of content to learner
| Process | Type | Activity | What It Builds | Leaks? |
|---|---|---|---|---|
| 1. Content Assimilating | Passive | Lecturing, reading, memorizing facts | Content Knowledge | YES (forgetting + obsolescing) |
| 2. Gaining Understanding | Passive | Memorizing someone else’s relationships | Gained Understanding | YES |
| 3. Building Understanding | ACTIVE | Constructing, re-creating insight | Built Understanding | NO |
| 4. Building Capacity for Building | ACTIVE | Developing thinking skills | Capacity for Building | NO |
| 5. Building Capacity for Sharing | ACTIVE | Developing empathic skills | Capacity for Sharing | NO |
The devastating insight: The formal education system focuses almost entirely on Processes 1-2. The ones that leak.
Part I: The Leaking Bucket (fn.0.a1)
Content Assimilating
┌─────────────────┐
│ Content │
assimilating │ Knowledge │ forgetting
───────────► │ │ ───────────►
lecturing, └─────────────────┘ obsolescing
reading, etc. │
▼
[LEAKS!]
The problem: Knowledge obsolesces.
Even if retained, it becomes outdated. And the very act of assimilating does nothing to build thinking capacity. It may infact impair future learning.
“Students can emerge from many years of being steeped in a content-assimilation-based learning process with bulging knowledge stocks and seriously atrophied thinking capacities!”
Gaining Understanding
Slightly higher calling—memorizing relationships instead of facts. But still assimilative. Still leaks.
Newton’s Laws memorized. Causes of WWII memorized. Someone else’s understanding, deposited into memory. Forgotten after the test.
Part III: The Learning Zone Problem (fn.0.a2)
Why Experience-Based Learning Fails
Richmond explains why we never develop beyond infant-level mental modeling:
┌──────────────────────────────┐
Action ───────────► │ LEARNING ZONE │
│ (local space & time) │
│ │
│ Perceivable impacts │
│ Perceivable consequences │
│ │
└──────────────────────────────┘
│
▼
Learning (effective)
BUT...
┌──────────────────────────────┐
Action ───────────► │ OUTSIDE LEARNING ZONE │
│ (distant space or time) │
│ │
│ Non-perceivable impacts │
│ Non-perceivable consequences│
│ │
└──────────────────────────────┘
│
▼
Learning (BROKEN)
The Hot Stove vs. The CFC Problem
Hot stove: Touch → burn → learn. Immediate. Local. Effective.
CFC problem:
“If you make use of an air conditioner or refrigerator, you probably release CFCs into the lower atmosphere… It takes those CFCs approximately 15 years to make their way to the upper atmosphere. Once they arrive… Chlorine radicals remain chemically active for 75-90 years.”
Action in 1997 → consequences until 2097. Completely outside the learning zone.
The Rookie/Pro Test
Richmond gives a simple test: A school has Rookies and Pros. Rookies become Pros after 5 years. If Pro leaving increases, what happens to the Pro population?
Almost everyone gets it wrong. Even with this simple system.
“One small, visible non-immediate impact is all it takes to defy most people’s dynamic intuition.”
This is why we need Systems Thinking tools—to extend our learning zone beyond what experience can teach.
Part IV: The Richmond-Ackoff Synthesis
The Parallel Structures
| Richmond | Ackoff | Direction |
|---|---|---|
| Content Assimilating | Analysis | Taking apart |
| Gaining Understanding | Analysis | Taking apart |
| Building Understanding | Synthesis | Putting together |
| Capacity for Building | Systems Thinking | Meta-skill |
| Capacity for Sharing | Empathy | Connecting |
The Critical Difference
Ackoff says: Analysis produces knowledge; synthesis produces understanding.
Richmond operationalizes this:
-
Analysis = Processes 1-2 (assimilating what’s been taken apart) → LEAKS
-
Synthesis = Process 3 (building through construction) → DOESN’T LEAK
The Direction Reversal
Ackoff: Machine Age goes DOWN into parts. Systems Age goes UP into containing systems.
Richmond:
-
Processes 1-2 go DOWN (content, facts, someone else’s relationships)
-
Processes 3-5 go UP (building, connecting, sharing)
Part V: The Richmond-Huxley Synthesis
Huxley’s Distinction
Knowledge: Explains the known with known concepts. Can be communicated.
Understanding: Experienced, not communicated. Can only be awakened.
Richmond’s Operationalization
| Huxley | Richmond Process | Why |
|---|---|---|
| Knowledge OF | 1. Content Assimilating | Deposits facts |
| Knowledge OF | 2. Gaining Understanding | Deposits relationships |
| Knowledge BY acquaintance | 3. Building Understanding | Active construction |
| — | 4. Capacity for Building | Meta-skill |
| — | 5. Capacity for Sharing | Making understanding available |
Richmond adds two levels Huxley didn’t articulate:
-
The CAPACITY for building (not just the building itself)
-
The CAPACITY for sharing (making understanding transferable)
Part VI: The Richmond-Von Foerster Synthesis
Heinz von Foerster’s Etymology
Veritas (Latin → German): That which can be checked. Doubt is intrinsic.
Trust (Germanic → English): That which is relied upon. Doubt is absent.
Richmond’s Application
| Von Foerster | Richmond |
|---|---|
| “The searching procedure has the finding already included” | Process 3-5 CREATES the understanding |
| Verification creates rather than discovers | Building creates rather than deposits |
| Procedure determines validity | Construction determines persistence |
The parallel: Just as verification creates its findings through procedure, building creates understanding through construction. Neither deposits external truth—both generate validity through process.
Part VII: Three Systems Thinking Skills (fn.0.a3)
What Must Be Built (Process 4)
Richmond identifies three essential skills for Process 4 (Capacity for Building):
1. System-as-Cause Thinking
“The ability to see the behaviors we encounter as having been generated by an underlying system—a constellation of inter-connected elements whose structure gives rise to the behaviors we see.”
Not: “The price dropped because the market is irrational.” But: “The price dropped because of the feedback structure between speculators, holders, and new entrants.”
2. Operational Thinking
“The ability to see how the structure of a system operates—how each element affects and is affected by the others over time.”
Not: “Supply and demand.” But: “This is how supply restriction + increasing demand + network effects + time preference shifts interact to produce the price dynamics we observe.”
3. Closed-Loop (Feedback) Thinking
“The ability to see that in all systems, actions taken by elements of the system feed back (after delays) to affect future behavior.”
Not: “I bought; price went up; I won.” But: “My buying (aggregated with others) affects price, which affects sentiment, which affects more buying, which affects my future decisions.”
Why These Matter for Bitcoin
Bitcoin’s behavior is completely outside the learning zone:
-
Halving effects: 4-year cycles
-
Network effects: decades to play out
-
Monetary transformation: generational timeframe
You cannot learn Bitcoin through experience. You need the Systems Thinking skills to extend your learning zone.
Part VIII: Effective Bitcoin Citizenry (fn.0.a4)
The Complete Model
Richmond’s ultimate goal: Effective Citizenry
Effective Citizenry = Built Understanding + Capacity + Empathy
All three required. None alone sufficient.
The Empathy Component
“Foremost among the ‘sharing’ skill set is a capacity called empathy—an ability to ‘experience as one’s own’ that which someone or something else is feeling.”
“Those who possess well-developed capacities for empathizing are far less likely to be disrespectful to other things or other people.”
Systems Thinking’s deepest message:
“We really are all in this together!”
Part IX: Bitcoin Applications
Why Bitcoin Can’t Be Taught (Process 1-2)
You can lecture about Bitcoin. Students can memorize:
-
Block size, block time, halving schedule
-
Cryptographic primitives
-
Game theory concepts
This is Process 1-2. It leaks. It produces no understanding.
Why Bitcoin Must Be Built (Process 3)
Understanding Bitcoin requires CONSTRUCTION:
-
Running a node (building understanding of consensus)
-
Holding through a cycle (building understanding of volatility)
-
Self-custody (building understanding of responsibility)
-
Losing a seed phrase (building understanding of irreversibility)
This is Process 3. It doesn’t leak. The orange pill is permanent.
The Learning Zone Problem Applied
Bitcoin consequences are OUTSIDE the learning zone:
| Action | Consequence | Time Delay | Space Distance |
|---|---|---|---|
| Poor key management | Loss of funds | Could be years | Could be anywhere |
| HODL decision | Wealth preservation | 4+ year cycles | Global economy |
| Node running | Network security | Continuous | Entire network |
| Protocol change | System behavior | Years to decades | Everyone |
You cannot learn Bitcoin through immediate experience. The consequences are too distant in time and space.
This is why Systems Thinking matters for Bitcoin education. It extends the learning zone.
The Mantra Reframe
“Don’t trust, verify” is Process 2 language—assimilating someone else’s understanding of verification.
True verification requires Process 3—building the understanding through participation.
The mantra should be: “Build, and trust will follow.”
Part X: The Complete Learning Model
The Flow from Leaking to Lasting:
LEAKING ZONE (Processes 1-2)
┌─────────────────────────────────────────────┐
│ │
│ Content Knowledge ────────► forgetting │
│ ▲ │
│ │ assimilating │
│ │ │
│ Gained Understanding ────► obsolescing │
│ ▲ │
│ │ gaining │
│ │
└─────────────────────────────────────────────┘
│
│ [BARRIER: Active construction required]
▼
LASTING ZONE (Processes 3-5)
┌─────────────────────────────────────────────┐
│ │
│ Built Understanding ◄──── building │
│ │ ▲ │
│ │ │ │
│ ▼ │ │
│ Capacity for Building ◄──────┘ │
│ │ │
│ ▼ │
│ Capacity for Sharing ──────► [EMPATHY] │
│ │ │
│ ▼ │
│ ════════════════════════════ │
│ ║ EFFECTIVE CITIZENRY ║ │
│ ════════════════════════════ │
│ │
└─────────────────────────────────────────────┘
The Bitcoin Parallel
LEAKING ZONE (Pre-Orange Pill)
┌─────────────────────────────────────────────┐
│ "Bitcoin is digital gold" │
│ "21 million supply cap" │
│ "Proof of work consensus" │
│ │ │
│ ▼ │
│ [Forgets after conversation ends] │
└─────────────────────────────────────────────┘
│
│ [BARRIER: Participation required]
▼
LASTING ZONE (Post-Orange Pill)
┌─────────────────────────────────────────────┐
│ Run a node → understand consensus │
│ Hold through cycle → understand time pref │
│ Self-custody → understand responsibility │
│ │ │
│ ▼ │
│ [Cannot unsee. Permanent transformation.] │
│ │ │
│ ▼ │
│ Capacity to orange-pill others │
│ │ │
│ ▼ │
│ ════════════════════════════ │
│ ║ EFFECTIVE BITCOINER ║ │
│ ════════════════════════════ │
└─────────────────────────────────────────────┘
Summary: The Richmond Contribution
Richmond provides what the others lack:
| Thinker | Contribution | Gap |
|---|---|---|
| Huxley | The phenomenological distinction | No operational framework |
| Ackoff | The theoretical grounding | No learning process model |
| Von Foerster | The epistemological insight | No pedagogical application |
| Richmond | The operational framework | Completes the picture |
The five processes give us:
-
A diagnostic (which process are we using?)
-
A design principle (build, don’t deposit)
-
An explanation for persistence (construction doesn’t leak)
-
A learning zone concept (why experience fails)
-
A goal (effective citizenry through capacity + understanding)
Applied to Bitcoin:
-
Orange-pilling is Process 3, not Processes 1-2
-
You can’t deposit Bitcoin understanding—it must be built
-
The learning zone problem explains why Bitcoin education fails
-
Systems Thinking skills (System as Cause, Operational, Closed-loop) are essential
-
Effective Bitcoiners have Built Understanding + Capacity + Empathy
Navigation
← Back to \[[fn.0|Knowledge vs Understanding](https://primal.net/a/naddr1qvzqqqr4gupzphnw7gaw5q2dpxqmzhm7al5pky5hmfvcy07urp2czqyh78s4y0c5qythwumn8ghj77rdwgh82um9dehhxarj9ehhyee0qyfhwumn8ghj7ur4wfcxcetsv9njuetn9uqzvenfv4kxgttwda6x2uedddhx7amvv4jxwefdweej6atwv3jhyum5v9hxg6twvuqeswm8) ] ↑ Up to \[[step.01|The Definition](https://primal.net/a/naddr1qvzqqqr4gupzphnw7gaw5q2dpxqmzhm7al5pky5hmfvcy07urp2czqyh78s4y0c5qq08xar9wpej6ar094skutt9vdhkcmm80ykk7e3dvf5hgcm0d9hqvhea2f) ] → Continue to \[[fn.0.b|Huxley's Knowledge OF vs BY](https://primal.net/a/naddr1qvzqqqr4gupzphnw7gaw5q2dpxqmzhm7al5pky5hmfvcy07urp2czqyh78s4y0c5qy88wumn8ghj7mn0wvhxcmmv9uq3xamnwvaz7tmsw4e8qmr9wpskwtn9wvhsqgnxd9jkcepddehhgefdddhx7amvv4jxwefdvfuj6etcwpjhy6t9de3k24f22yv) ] ## Cross-References * See also: [\[fn.0.d|Ackoff's Analysis/Synthesis\]](https://primal.net/a/naddr1qvzqqqr4gupzphnw7gaw5q2dpxqmzhm7al5pky5hmfvcy07urp2czqyh78s4y0c5qq3kv6t9d3jz6mn0w3jj6cnfw33k76tw94kkzmn5wfshxttpdeskc7tnd9esem286q) — Richmond operationalizes what Ackoff theorizes
-
See also: \[fn.0.f|Glasersfeld's Scheme Theory\] — Provides the mechanism Richmond assumes
-
See also: \[fn.1.b|Orange Pill as Transformation\] — Bitcoin application of Process 3
-
See also: [[fn.2.d|Portfolio as Perturbation Machine]] — Tool design using these principles
fn.0.a — Richmond’s Five Learning Processes — December 2025 “We really are all in this together!” — Barry Richmond
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