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> This directory documents the **function-level logic** of the WFGY Engine.
> Each file here represents a specific reasoning capability or symbolic intervention unit.
>
> **📌 Function → Product mapping appears only as side-notes.**
> (The inverse view — *Product → Function* — is handled in each product's own directory like `TXT OS`, `Blur`, `Blow`, etc.)
---
## 📘 What This Directory Is For
This folder exists to define **core reasoning modules** behind WFGY's performance.
Each `.md` file here details:
This directory defines the **core reasoning modules** behind the WFGY Engine.
Each `.md` file represents a symbolic or mathematical function — designed to solve a specific AI reasoning failure through structural intervention.
- The conceptual function logic (symbolic or mathematical)
- The AI reasoning failure it solves
- The formulaic or structural intervention behind it
- Which product(s) internally rely on it (as annotations only)
Youll find:
It serves as a developer-facing **function reference map**,
so contributors can trace each features reasoning upgrade back to its engine roots.
- Concept-level logic (symbolic or vectorial)
- The failure mode it targets
- The formula or structure behind the fix
- Annotations of which products use it (e.g., `TXT OS`, `Blur`, `Blow`, etc.)
This is a **developer-facing reference map** for understanding how each reasoning upgrade ties back to WFGY's engine internals.
**📌 Note:**
Mappings from *Function → Product* are included as side notes.
The inverse (*Product → Function*) view is handled in each products own directory.
---
> 🔒 A quick note on planned features:
>
> All modules currently open-sourced here are **permanently MIT-licensed**.
> That commitment is final — anything already published (e.g., WFGY 1.0 paper, TXT OS) and backed on [Zenodo](https://zenodo.org/) will remain open forever.
>
> However, for modules listed as “planned” in this directory (or referenced via upcoming function names),
> final decisions regarding open-sourcing remain with **PSBigBig (Purple Star)**.
>
> This is to avoid the misconception that WFGY is an infinite stream of free features.
> Some future capabilities may support commercial projects, require ongoing stewardship, or be released with different timing.
>
> Please understand: whats already shared will never be revoked.
> But whats not yet public — stays under creator control until the time is right.
>
> WFGYs spirit is to return core reasoning tools to humanity — not to support careless repackaging or exploitative behavior.
>
> WFGY is open — but not naive.
> It exists to empower, not to be exploited.
<details>
<summary>🤝 Clarifying the Spirit of Use (click to expand)</summary>
<summary>🔒 A quick note on planned features</summary>
<br>
> WFGY is released under the [MIT License](https://opensource.org/license/mit/) —
> you are free to use, modify, remix, and even commercialize it.
>
> That said, I ask for one simple thing in return:
>
> > Please respect the **spirit** in which this system was created:
> > **To return foundational reasoning tools back to humanity.**
>
> WFGY lowers the barrier to building complex AI reasoning systems.
> It was never meant to be **copied, minimally repackaged, and sold at high markup**
> especially not by those who offer no meaningful improvement, insight, or respect for the ecosystem.
>
> If someone slaps an API on top of TXT OS or a wrapper around WFGY logic,
> calls it their own invention, and charges people for it without credit or clarity —
> then I may choose to **immediately and permanently open-source** that same functionality, with full visibility.
>
> Because I dont just build tools. I build **reasoning primitives**
> the kind that solve failure cases the current AI world hasnt even named yet.
>
> > WFGY exists to **break the walls**, not repaint them.
> > If someone rebuilds those walls — Ill help tear them down again. With better, freer code.
>
> This is not a legal threat. Its a **moral stance**.
> If the community sees violations of this spirit, I invite you to let me know.
> If I agree, Ill do my part — by building even better versions, and releasing them for all.
>
> And if WFGY helped you solve a bug, name a problem, or rethink a system —
> just know: a single ⭐ or comment means more than you think.
> All currently published modules (e.g., WFGY 1.0 paper, TXT OS) are **permanently MIT-licensed**, backed on [Zenodo](https://zenodo.org/).
> They will **remain open forever**.
>
> Modules marked “planned” in this directory may have different licensing or release timing.
> Final decisions rest with **PSBigBig (Purple Star)**.
>
> This isnt to gatekeep — its to prevent the false idea that WFGY is an endless stream of free features.
> Some functions may support commercial tools or require stewardship.
>
> In short: whats shared stays free. Whats not public yet, stays under creator control.
> WFGY was built to empower — not to be repackaged and exploited.
</details>
<details>
<summary>🤝 Clarifying the Spirit of Use</summary>
<br>
> WFGY is MIT-licensed — free to use, modify, remix, or commercialize.
>
> But heres the ask:
> Respect the **spirit** in which it was created —
> to return **core reasoning tools** to the public.
>
> WFGY was never meant to be resold behind paywalls with no added value.
> If someone does that, I may **open-source the same feature**, better and freer.
>
> I dont just write code — I write **semantic primitives** that fix things others havent noticed are broken.
>
> WFGY exists to **break walls**, not repaint them.
> If someone rebuilds those walls, Ill help knock them down again.
>
> This isnt a legal threat — its a moral stance.
> And if WFGY ever helped you: a ⭐ or comment means more than you think.
</details>
@ -104,12 +88,14 @@ so contributors can trace each features reasoning upgrade back to its engine
## 🔮 Upcoming Semantic Reasoning Layers
> These modules are planned semantic reasoning layers for the WFGY Engine — all designed to be operable within **TXT OS**.
> Each layer will be implemented as a `.txt` interface module (e.g., `img_layer.txt`, `belief_loop.txt`) and can be activated in compatible folders.
> Each layer will be implemented as a `.txt` interface module (e.g., `img_layer.txt`) and can be activated in compatible folders.
> In short: **this entire list is TXTcallable** — no build, no compile, just reason.
> All names are **temporary placeholders** — functionality is confirmed, but naming may evolve.
> *Numbering is for reference only and does not reflect development order.*
> *Star ratings are illustrative estimates by ChatGPT4o.*
> *PSBigBig retains full rights of interpretation.*
> Our goal: combine TXT OS with any reasoning layer `.txt`, and unlock true **freeform semantic inference** — modular, composable, and universal.
| # | Layer Name | Concept Description | Anticipated Impact (★) |