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<img width="1536" height="1024" alt="WanFaGuiYi" src="https://github.com/user-attachments/assets/08c9617f-d49e-4223-bacc-1d192fbb423d" />
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> This directory documents the **function-level logic** of the WFGY Engine.
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> Each file here represents a specific reasoning capability or symbolic intervention unit.
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>
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> **📌 Function → Product mapping appears only as side-notes.**
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> (The inverse view — *Product → Function* — is handled in each product's own directory like `TXT OS`, `Blur`, `Blow`, etc.)
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---
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## 📘 What This Directory Is For
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This folder exists to define **core reasoning modules** behind WFGY's performance.
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Each `.md` file here details:
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This directory defines the **core reasoning modules** behind the WFGY Engine.
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Each `.md` file represents a symbolic or mathematical function — designed to solve a specific AI reasoning failure through structural intervention.
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- The conceptual function logic (symbolic or mathematical)
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- The AI reasoning failure it solves
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- The formulaic or structural intervention behind it
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- Which product(s) internally rely on it (as annotations only)
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You’ll find:
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It serves as a developer-facing **function reference map**,
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so contributors can trace each feature’s reasoning upgrade back to its engine roots.
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- Concept-level logic (symbolic or vectorial)
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- The failure mode it targets
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- The formula or structure behind the fix
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- Annotations of which products use it (e.g., `TXT OS`, `Blur`, `Blow`, etc.)
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This is a **developer-facing reference map** for understanding how each reasoning upgrade ties back to WFGY's engine internals.
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**📌 Note:**
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Mappings from *Function → Product* are included as side notes.
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The inverse (*Product → Function*) view is handled in each product’s own directory.
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---
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> 🔒 A quick note on planned features:
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>
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> All modules currently open-sourced here are **permanently MIT-licensed**.
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> 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.
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>
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> However, for modules listed as “planned” in this directory (or referenced via upcoming function names),
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> final decisions regarding open-sourcing remain with **PSBigBig (Purple Star)**.
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>
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> This is to avoid the misconception that WFGY is an infinite stream of free features.
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> Some future capabilities may support commercial projects, require ongoing stewardship, or be released with different timing.
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>
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> Please understand: what’s already shared will never be revoked.
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> But what’s not yet public — stays under creator control until the time is right.
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>
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> WFGY’s spirit is to return core reasoning tools to humanity — not to support careless repackaging or exploitative behavior.
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>
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> WFGY is open — but not naive.
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> It exists to empower, not to be exploited.
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<details>
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<summary>🤝 Clarifying the Spirit of Use (click to expand)</summary>
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<summary>🔒 A quick note on planned features</summary>
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<br>
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> WFGY is released under the [MIT License](https://opensource.org/license/mit/) —
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> you are free to use, modify, remix, and even commercialize it.
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>
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> That said, I ask for one simple thing in return:
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>
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> > Please respect the **spirit** in which this system was created:
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> > **To return foundational reasoning tools back to humanity.**
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>
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> WFGY lowers the barrier to building complex AI reasoning systems.
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> It was never meant to be **copied, minimally repackaged, and sold at high markup** —
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> especially not by those who offer no meaningful improvement, insight, or respect for the ecosystem.
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>
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> If someone slaps an API on top of TXT OS or a wrapper around WFGY logic,
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> calls it their own invention, and charges people for it without credit or clarity —
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> then I may choose to **immediately and permanently open-source** that same functionality, with full visibility.
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>
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> Because I don’t just build tools. I build **reasoning primitives** —
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> the kind that solve failure cases the current AI world hasn’t even named yet.
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>
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> > WFGY exists to **break the walls**, not repaint them.
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> > If someone rebuilds those walls — I’ll help tear them down again. With better, freer code.
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>
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> This is not a legal threat. It’s a **moral stance**.
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> If the community sees violations of this spirit, I invite you to let me know.
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> If I agree, I’ll do my part — by building even better versions, and releasing them for all.
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>
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> And if WFGY helped you solve a bug, name a problem, or rethink a system —
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> just know: a single ⭐ or comment means more than you think.
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> All currently published modules (e.g., WFGY 1.0 paper, TXT OS) are **permanently MIT-licensed**, backed on [Zenodo](https://zenodo.org/).
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> They will **remain open forever**.
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>
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> Modules marked “planned” in this directory may have different licensing or release timing.
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> Final decisions rest with **PSBigBig (Purple Star)**.
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>
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> This isn’t to gatekeep — it’s to prevent the false idea that WFGY is an endless stream of free features.
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> Some functions may support commercial tools or require stewardship.
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>
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> In short: what’s shared stays free. What’s not public yet, stays under creator control.
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> WFGY was built to empower — not to be repackaged and exploited.
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</details>
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<details>
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<summary>🤝 Clarifying the Spirit of Use</summary>
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<br>
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> WFGY is MIT-licensed — free to use, modify, remix, or commercialize.
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>
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> But here’s the ask:
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> Respect the **spirit** in which it was created —
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> to return **core reasoning tools** to the public.
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>
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> WFGY was never meant to be resold behind paywalls with no added value.
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> If someone does that, I may **open-source the same feature**, better and freer.
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>
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> I don’t just write code — I write **semantic primitives** that fix things others haven’t noticed are broken.
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>
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> WFGY exists to **break walls**, not repaint them.
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> If someone rebuilds those walls, I’ll help knock them down again.
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>
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> This isn’t a legal threat — it’s a moral stance.
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> And if WFGY ever helped you: a ⭐ or comment means more than you think.
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</details>
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@ -104,12 +88,14 @@ so contributors can trace each feature’s reasoning upgrade back to its engine
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## 🔮 Upcoming Semantic Reasoning Layers
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> These modules are planned semantic reasoning layers for the WFGY Engine — all designed to be operable within **TXT OS**.
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> 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.
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> Each layer will be implemented as a `.txt` interface module (e.g., `img_layer.txt`) and can be activated in compatible folders.
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> In short: **this entire list is TXT‑callable** — no build, no compile, just reason.
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> All names are **temporary placeholders** — functionality is confirmed, but naming may evolve.
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> *Numbering is for reference only and does not reflect development order.*
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> *Star ratings are illustrative estimates by ChatGPT‑4o.*
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> *PSBigBig retains full rights of interpretation.*
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> Our goal: combine TXT OS with any reasoning layer `.txt`, and unlock true **freeform semantic inference** — modular, composable, and universal.
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| # | Layer Name | Concept Description | Anticipated Impact (★) |
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