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<!--
AI_NOTE_START
Document role:
This page is the figure companion page for the Inverse Atlas MVP.
What this page is for:
1. Explain the role of the current core figures.
2. Help readers understand what each figure is meant to show.
3. Provide a clean reading order for the visual layer of Inverse Atlas.
4. Clarify how the figures relate to the paper, runtime artifacts, and broader atlas family.
How to use this page:
1. Read this page if you entered the figures folder directly.
2. Use this page before opening the figures if you want the cleanest visual reading order.
3. Use this page together with the paper companion and runtime guide if you want both operational and visual context.
4. Treat this page as the local navigation page for the visual layer of Inverse Atlas.
Important boundary:
This page documents the current figure layer of the Inverse Atlas MVP.
It should not be used to claim that the full bridge layer, the full twin-atlas operating loop, or the full WFGY 4.0 system is already complete unless another page explicitly supports that claim.
Recommended reading path:
1. Inverse Atlas README
2. Quick Start
3. Runtime Guide
4. Dual-Layer Positioning
5. Status and Boundaries
6. Paper Notes
7. Figure Notes
8. The four core figures
AI_NOTE_END
-->
# Figure Notes · Inverse Atlas Figure Companion
> The visual layer of the current Inverse Atlas MVP 🖼️
This page explains the role of the core figures in the Inverse Atlas project.
These figures are not decoration.
They are the visual compression layer of the current MVP.
They help make the framework easier to understand, easier to teach, and easier to discuss.
At the current stage, the figure set does four important jobs:
- makes the governance idea easier to see
- makes the runtime order easier to follow
- makes the forward and inverse relation easier to explain
- makes the output-state boundary easier to remember
So this page exists to make the visual layer readable instead of leaving the figure folder as a pile of image files.
---
## Quick Links 🔎
| Section | Link |
|---|---|
| Inverse Atlas Home | [Inverse Atlas README](../README.md) |
| Quick Start | [Quick Start](../quickstart.md) |
| Runtime Guide | [Runtime Guide](../runtime-guide.md) |
| Dual-Layer Positioning | [Dual-Layer Positioning](../dual-layer-positioning.md) |
| Status and Boundaries | [Status and Boundaries](../status-and-boundaries.md) |
| Runtime Layer | [Runtime Artifacts](../runtime/README.md) |
| Paper Notes | [Paper Notes](../paper/README.md) |
| Forward Atlas | [Problem Map 3.0 Troubleshooting Atlas](../../wfgy-ai-problem-map-troubleshooting-atlas.md) |
| Twin Atlas | [Twin Atlas](../../Twin_Atlas/README.md) |
| Future Bridge | [Atlas Bridge](../../Atlas_Bridge/README.md) |
---
## Current Figure Assets 📦
The current Inverse Atlas MVP uses four core figures:
1. [Figure 1 · Default vs Authorized Generation](./fig1_default_vs_authorized_generation.png)
2. [Figure 2 · Inverse Atlas Runtime Flow](./fig2_inverse_atlas_runtime_flow.png)
3. [Figure 3 · Forward Atlas and Inverse Atlas Dual-Layer System](./fig3_forward_inverse_dual_layer.png)
4. [Figure 4 · Runtime Modes and Failure Boundary Map](./fig4_runtime_modes_failure_boundary.png)
These four figures already form a coherent visual set.
They should be treated as the official first visual layer of the current MVP.
---
## The shortest reading order 🧭
If someone is new to the project and only wants the cleanest visual path, use this order:
1. [Figure 1 · Default vs Authorized Generation](./fig1_default_vs_authorized_generation.png)
2. [Figure 2 · Inverse Atlas Runtime Flow](./fig2_inverse_atlas_runtime_flow.png)
3. [Figure 3 · Forward Atlas and Inverse Atlas Dual-Layer System](./fig3_forward_inverse_dual_layer.png)
4. [Figure 4 · Runtime Modes and Failure Boundary Map](./fig4_runtime_modes_failure_boundary.png)
This order works well because it moves from the most intuitive contrast toward the more structural and system-level views.
In simple terms:
- first see the difference
- then see the runtime
- then see the twin-layer relation
- then see the output-state boundary
That is the cleanest beginner sequence.
---
## Figure 1 · Default vs Authorized Generation ⚖️
[Open Figure 1](./fig1_default_vs_authorized_generation.png)
This figure is the easiest first entry point.
Its job is to show the central contrast between:
- ordinary answer-first generation
- legitimacy-first authorized generation
So this figure is not mainly about complexity.
It is about contrast.
It helps readers feel the core shift quickly:
**generation is not a default right**
**generation is an authorized act**
### Best use
Use this figure when you want to explain the basic intuition of Inverse Atlas in the fastest possible way.
### Good for
- README pages
- short overviews
- social posts
- first-contact explanations
- early slides
### Main takeaway
This is the figure that helps people immediately understand that Inverse Atlas is not just “another prompt trick.”
It changes the order of permission before output.
---
## Figure 2 · Inverse Atlas Runtime Flow 🛠️
[Open Figure 2](./fig2_inverse_atlas_runtime_flow.png)
This figure shows the operating flow of the Inverse Atlas runtime logic.
Its job is to make the internal governance sequence visually legible.
That usually includes the logic around:
- problem constitution
- world legitimacy
- collapse risk
- neighboring-cut review
- authorization level
- repair legality
- public emission ceiling
This figure is especially useful because the runtime logic can sound abstract in plain text.
A good runtime flow figure makes the framework feel more like an actual operating order and less like a pile of concepts.
### Best use
Use this figure when you want to explain how Inverse Atlas works internally.
### Good for
- runtime-related pages
- paper explanation sections
- technical walkthroughs
- artifact onboarding
- architecture notes
### Main takeaway
This is the figure that turns the idea into a process.
---
## Figure 3 · Forward Atlas and Inverse Atlas Dual-Layer System 🧩
[Open Figure 3](./fig3_forward_inverse_dual_layer.png)
This figure is the family-level positioning figure.
Its job is to show that the forward Atlas and Inverse Atlas are not duplicates.
Instead, they form a two-layer family:
- forward Atlas handles route-first structural mapping
- Inverse Atlas handles legitimacy-first output governance
This figure is extremely important because it prevents a common misunderstanding:
that Inverse Atlas is just a softer or stricter version of the forward Atlas.
It is not.
It is a different layer with a different question.
### Best use
Use this figure when you want to explain the twin logic of the atlas family.
### Good for
- dual-layer positioning pages
- Twin Atlas pages
- family-level architecture explanations
- future bridge prefaces
- paper sections about system relation
### Main takeaway
This is the figure that shows why two atlas lines are needed.
---
## Figure 4 · Runtime Modes and Failure Boundary Map 🚦
[Open Figure 4](./fig4_runtime_modes_failure_boundary.png)
This figure shows the governance modes and their boundary logic.
Its role is to make the output-state system easier to grasp, especially the difference between:
- STOP
- COARSE
- UNRESOLVED
- AUTHORIZED
A good version of this figure helps people understand that these are not just style labels.
They are governance modes with boundary meaning.
This figure is also useful because it gives the framework a clearer “decision surface” feel.
### Best use
Use this figure when you want to explain why the output states matter.
### Good for
- governance discussions
- runtime-state explanations
- evaluator framing
- output-discipline discussion
- legality-centered onboarding
### Main takeaway
This is the figure that makes the state logic memorable.
---
## What each figure contributes, in one line 📝
If you want the shortest possible memory aid, use this:
| Figure | Main job |
|---|---|
| [Figure 1](./fig1_default_vs_authorized_generation.png) | shows the core contrast |
| [Figure 2](./fig2_inverse_atlas_runtime_flow.png) | shows the runtime order |
| [Figure 3](./fig3_forward_inverse_dual_layer.png) | shows the twin-layer relation |
| [Figure 4](./fig4_runtime_modes_failure_boundary.png) | shows the governance-state boundary |
That table is the fastest correct summary of the current visual layer.
---
## How these figures relate to the paper 📄
The figures and the paper should be understood as companions.
The paper provides:
- the formal framing
- the conceptual definitions
- the runtime logic
- the dual-layer explanation
- the evaluation direction
The figures provide:
- visual compression
- faster intuition
- clearer onboarding
- better structural memory
- easier communication of the same ideas
So the figures are not secondary decoration for the paper.
They are the visual expression of the same MVP framework.
If you are reading the paper, these figures help the architecture “click” faster.
If you are seeing the figures first, the paper helps stabilize what the visuals actually mean.
---
## How these figures relate to the runtime artifacts 🤝
The figure set also has a strong relation to the runtime layer.
The runtime artifacts provide the operating surface:
- runtime law
- demo behavior
- evaluator judgment
- case pressure
The figures provide the visual explanation of that surface.
A simple way to remember it is:
- runtime files make the system act
- figures make the system visible
That is why the figure layer is useful even for people who mainly care about the text artifacts.
---
## How these figures relate to the larger atlas family 🌌
These figures belong to Inverse Atlas first.
But they also matter for the broader family.
### Figure 1
Helps establish why a legitimacy-first layer exists at all.
### Figure 2
Helps show that Inverse Atlas has internal operating logic, not only slogans.
### Figure 3
Helps establish the conceptual basis of the Twin Atlas idea.
### Figure 4
Helps show that governance states are structured and bounded, not arbitrary.
This is why the figure layer already has value beyond one folder.
It helps give public shape to the inverse side of the atlas family.
---
## Recommended usage in documentation ✨
If you want the cleanest way to reuse these figures across documentation, this is a good pattern:
### Use Figure 1
when you need a fast introduction
### Use Figure 2
when you need runtime explanation
### Use Figure 3
when you need family-level positioning
### Use Figure 4
when you need governance-state explanation
This reuse pattern keeps the visual language consistent across pages.
---
## Common mistakes to avoid ❗
### Mistake 1
Treating the figures as decoration only.
They are structural communication tools, not just illustrations.
### Mistake 2
Using Figure 3 before the reader understands Figure 1 or Figure 2.
For many readers, the twin-layer view works better after the core contrast and runtime logic are already visible.
### Mistake 3
Using Figure 4 without explaining that the modes are governance states.
Without that explanation, the figure may look like a generic status chart instead of a legality boundary map.
### Mistake 4
Using the figures as if they already prove the full bridge layer is complete.
They help prepare the architecture visually.
They do not by themselves prove that the future bridge layer is already finished.
### Mistake 5
Letting file names become the visible user-facing language everywhere.
The figure files can have technical names, but the displayed links and descriptions should stay human-readable.
---
## If you only show one figure first 🌟
If you have to choose just one figure for a new reader, start with:
[Figure 1 · Default vs Authorized Generation](./fig1_default_vs_authorized_generation.png)
Why?
Because it gives the fastest intuitive understanding of why Inverse Atlas exists at all.
If you have room for a second figure, add:
[Figure 2 · Inverse Atlas Runtime Flow](./fig2_inverse_atlas_runtime_flow.png)
That pair usually gives the strongest first impression.
---
## Where to go next 📚
If you want the operational artifact side, go to:
[Runtime Artifacts](../runtime/README.md)
If you want the paper companion, go to:
[Paper Notes](../paper/README.md)
If you want the conceptual relation between the forward Atlas and Inverse Atlas, go to:
[Dual-Layer Positioning](../dual-layer-positioning.md)
If you want the current honesty boundary, go to:
[Status and Boundaries](../status-and-boundaries.md)
If you want the route-first counterpart, go to:
[Problem Map 3.0 Troubleshooting Atlas](../../wfgy-ai-problem-map-troubleshooting-atlas.md)
If you want the paired family view, go to:
[Twin Atlas](../../Twin_Atlas/README.md)
If you want the future handoff direction, go to:
[Atlas Bridge](../../Atlas_Bridge/README.md)
---
## Final Note
The current figure set is already enough to function as a real visual companion layer for the Inverse Atlas MVP.
That matters.
It means the project is not only explainable in text, but also communicable in visual form.
At the same time, the figure layer should still be read with the same honesty boundary as the rest of the MVP:
strong enough to teach, explain, and anchor the framework
but not yet a claim that every future architectural layer is already complete. 🌱