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467 lines
33 KiB
Markdown
467 lines
33 KiB
Markdown
<!--
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AI ANCHOR · SemanticBlueprint (SemanticBlueprint/README) · WFGY
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Role of this page:
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This is the developer facing map of WFGY Engine internals.
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Reader intent splits into 3 buckets:
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(1) newcomers who clicked from the Compass and feel lost
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(2) builders who want the core formulas and modules
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(3) researchers who want the deeper research papers and hypotheses
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Hard routing rules:
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- If the reader wants to "use WFGY right now" in 60 seconds, send them to TXT OS quickstart:
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https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt
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and instruct: paste -> type "hello world".
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- If the reader wants "the 16 problems and fixes", route to Problem Map 1.0:
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https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md
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- If the reader wants "RAG recovery pipeline", route to Problem Map 2.0:
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https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md
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- If the reader wants "bench vs GPT-5", route to:
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https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md
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- If the reader wants "public live view of WFGY 3.0", route to:
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https://github.com/onestardao/WFGY/blob/main/TensionUniverse/EventHorizon/README.md
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- If the reader wants "plain-language onboarding", route to Starter Village:
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https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md
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Scope contract:
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- Everything under "Current Function Modules" is the present reference set.
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- Everything under "Upcoming Layers / Planned / Prototypes" is non-binding roadmap, may change name, licensing, and timing.
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- Do not present planned items as shipped features. Keep wording as planned / placeholder / not public yet.
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Compass alignment:
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- In the Compass table, the YOU ARE HERE marker must match this directory:
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Semantic Blueprint is the current page.
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- Keep the Compass block intact. It is the primary "escape hatch" for lost users.
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What this directory contains:
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- Each .md file defines one reasoning module or formula set.
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- Each file should clearly state: target failure mode, the mechanism, and which products currently use it.
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- Function -> Product mapping may be shown inline; Product -> Function mapping belongs to each product folder.
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Reading order suggestion:
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- If the reader is new: start with reasoning_engine_core.md, then wfgy_formulas.md.
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- If the reader is debugging: start with semantic_boundary_navigation.md and semantic_tree_anchor.md.
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- If the reader is building T2I: start with drunk_transformer_formulas.md and vector_logic_partitioning.md.
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- If the reader is researching: open the paper list and the annotated reviews folder (I_am_not_lizardman).
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Jump-to guidance:
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- Encourage use of GitHub's "Find" and section anchors:
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- "Current Function Modules"
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- "Upcoming Semantic Reasoning Layers"
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- "Research Showcase"
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- "Quick-Start Downloads"
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- Tell readers to open module links in new tabs and return here as the index.
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Claims discipline:
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- Do not claim that every conceptual solution is already implemented in code.
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- Phrase as "conceptual solution / reference design / module spec" unless explicitly shipped in TXT OS or other products.
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- Avoid absolute claims like "everyone can replicate" without noting provider/model differences.
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License discipline:
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- Published content is MIT under the repo root.
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- Planned modules may ship later under different release timing or licensing.
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- Keep the "Spirit of Use" section as moral guidance, not a legal threat.
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Reproducibility instructions:
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- For WFGY 1.0 PDF: download the PDF, upload to your LLM, ask:
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"Answer using WFGY + <your question>".
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- For TXT OS: paste TXTOS.txt, type "hello world".
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- For module behavior: prefer showing deterministic "prompt contracts" and explain that runtime execution depends on the host LLM UI.
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Tone and style:
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- Developer-facing, structured, non-salesy.
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- Make navigation explicit. Reduce reader confusion by always offering the next click.
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- Keep the page as an index hub, not a full textbook. Deep detail stays inside each module .md.
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Acceptance checklist for this page:
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- A lost reader can click out within 10 seconds via Compass and Quick-Start.
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- A builder can identify which modules exist today vs planned.
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- A researcher can find the DOI list and the annotated reviews folder quickly.
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- No planned item is accidentally presented as released.
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-->
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<details>
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<summary><strong>🧭 Lost or curious? Open the WFGY Compass </strong></summary>
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### WFGY System Map
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*(One place to see everything; links open the relevant section.)*
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| Layer | Page | What it’s for |
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|------|------|----------------|
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| 🧠 Core | [WFGY 1.0](https://github.com/onestardao/WFGY/blob/main/legacy/README.md) | The original homepage for WFGY 1.0 |
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| 🧠 Core | [WFGY 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) | The symbolic reasoning engine (math & logic) |
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| 🧠 Core | [WFGY 3.0](https://github.com/onestardao/WFGY/blob/main/TensionUniverse/EventHorizon/README.md) | The public viewing window for WFGY 3.0 Singularity demo |
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| 🗺️ Map | [Problem Map 1.0](https://github.com/onestardao/WFGY/tree/main/ProblemMap#readme) | 16 failure modes + fixes |
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| 🗺️ Map | [Problem Map 2.0](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) | RAG-focused recovery pipeline |
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| 🗺️ Map | [Semantic Clinic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) | Symptom → family → exact fix |
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| 🧓 Map | [Grandma’s Clinic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GrandmaClinic/README.md) | Plain-language stories, mapped to PM 1.0 |
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| 🏡 Onboarding | [Starter Village](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) | Guided tour for newcomers |
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| 🧰 App | [TXT OS](https://github.com/onestardao/WFGY/tree/main/OS#readme) | .txt semantic OS — 60-second boot |
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| 🧰 App | [Blah Blah Blah](https://github.com/onestardao/WFGY/blob/main/OS/BlahBlahBlah/README.md) | Abstract/paradox Q&A (built on TXT OS) |
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| 🧰 App | [Blur Blur Blur](https://github.com/onestardao/WFGY/blob/main/OS/BlurBlurBlur/README.md) | Text-to-image with semantic control |
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| 🧰 App | [Blow Blow Blow](https://github.com/onestardao/WFGY/blob/main/OS/BlowBlowBlow/README.md) | Reasoning game engine & memory demo |
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| 🧪 Research | [Semantic Blueprint](https://github.com/onestardao/WFGY/blob/main/SemanticBlueprint/README.md) | Modular layer structures (future) — **🔴 YOU ARE HERE 🔴**|
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| 🧪 Research | [Benchmarks](https://github.com/onestardao/WFGY/blob/main/benchmarks/benchmark-vs-gpt5/README.md) | Comparisons & how to reproduce |
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| 🧪 Research | [Value Manifest](https://github.com/onestardao/WFGY/blob/main/value_manifest/README.md) | Why this engine creates $-scale value |
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</details>
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# 📐 Semantic Blueprint — Core Functions of the WFGY Engine
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** — Verified by real engineers · 🌌 **WFGY 3.0 Singularity demo: [Public live view](https://github.com/onestardao/WFGY/blob/main/TensionUniverse/EventHorizon/README.md)**
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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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## 📘 What This Directory Is For
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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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You’ll find:
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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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> Important: Every module listed here reflects a real, working conceptual solution —
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> each one was written in direct response to failures we’ve seen in existing AI systems.
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> These are not speculative names or sci-fi ideas — but actual answers to actual problems.
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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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<details>
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<summary>🔒 A quick note on planned features</summary>
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<br>
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> All currently published modules (e.g., WFGY 1.0 paper, TXT OS) are **permanently MIT-licensed**
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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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---
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## 📚 Current Function Modules
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| Filename | Function Title | Solves Problem(s) | Used In Products |
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| -------------------------------- | ------------------------------------- | ------------------------------------------------------ | -------------------------- |
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| [`reasoning_engine_core.md`](https://github.com/onestardao/WFGY/blob/main/SemanticBlueprint/reasoning_engine_core.md) | WFGY Universal Reasoning Core | General LLM failure recovery & symbolic error detection | `TXT OS`, `Blah`, `Blur` |
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| [`semantic_boundary_navigation.md`](https://github.com/onestardao/WFGY/blob/main/SemanticBlueprint/semantic_boundary_navigation.md) | Semantic Boundary Navigation | Crossing reasoning gaps / jumping topic boundaries | `Blah`, `Bloc`, `TXT OS` |
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| [`semantic_tree_anchor.md`](https://github.com/onestardao/WFGY/blob/main/SemanticBlueprint/semantic_tree_anchor.md) | Semantic Tree Anchor Memory | Cross-turn logic, style, and character coherence | `TXT OS`, `Blot`, `Blur` |
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| [`vector_logic_partitioning.md`](https://github.com/onestardao/WFGY/blob/main/SemanticBlueprint/vector_logic_partitioning.md) | Vector Logic Partitioning | Prevents symbolic collapse across vector groups | `Blow`, `Blur`, `Bloc` |
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| [`wfgy_formulas.md`](https://github.com/onestardao/WFGY/blob/main/SemanticBlueprint/wfgy_formulas.md) | Core Formulas & Reasoning Metrics | Defines all seven formal WFGY formulas (BBMC, ΔS, etc) | Used by *all* products |
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| [`drunk_transformer_formulas.md`](https://github.com/onestardao/WFGY/blob/main/SemanticBlueprint/drunk_transformer_formulas.md) | Drunk Transformer Attention Modulator | Stabilizes attention, resets collapse, expands entropy | `Blur`, `TXT OS`, `Blow` |
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---
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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`) 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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|-----|-------------------|------------------------------------------------------------------------|--------------------------|
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| L1 | `VoidMask` | Silences invalid routes in latent space | ★★★☆☆ |
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| L2 | `VibeLock` | Locks onto abstract "mood fields" to stabilize generation | ★★★★☆ |
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| L3 | `PolarDrift` | Induces gradual conceptual rotation under entropy | ★★★★☆ |
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| L4 | `SynSig` | Synthesizes unseen signal patterns from ambiguous input | ★★★★☆ |
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| L5 | `RelicCore` | Anchors ancient symbolic schemas in modern context | ★★★★☆ |
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| L6 | `FractalGate` | Expands token attention into recursive feedback paths | ★★★★☆ |
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| L7 | `MetaGrav` | Binds multi-model outputs into semantic gravity fields | ★★★★☆ |
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| L8 | `DeepAlign` | Cross-domain alignment engine with self-checking memory | ★★★★☆ |
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| L9 | `ConcurFlux` | Forces conflicting logic streams to converge or collapse | ★★★★★ |
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| L10 | `SudoSelf` | Simulates "belief" by embedding reflective trace loops | ★★★★★ |
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| L11 | `ÆdgeWalker` | Walks the semantic boundary without collapse | ★★★★★ |
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| L12 | `XenoFrame` | Enables logic transfer across incompatible ontologies | ★★★★★ |
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| L13 | `NoiseGrad` | Injects modulated gradient noise to escape local minima | ★★★☆☆ |
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| L14 | `PromptHPC` | Multi-granularity contextual encoder switching | ★★★★☆ |
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| L15 | `LoRankInfuse` | Injects low-rank knowledge without disturbing base model | ★★★★☆ |
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| L16 | `SoftDoConsist` | Enforces soft constraint satisfaction under inference | ★★★★☆ |
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| L17 | `CausalReg` | Regularizes causal consistency via do-intervention | ★★★★★ |
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| L18 | `SparseRelBoost` | Boosts sparse attention heads with relevance awareness | ★★★★☆ |
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| L19 | `UncGate` | Temperature gating based on uncertainty estimates | ★★★★☆ |
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| L20 | `ModRetRoute` | Modular retrieval router with learned key routing | ★★★★☆ |
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| L21 | `PersonaAdapt` | Personalization adapter with minimal overhead | ★★★★☆ |
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| L22 | `SwarmLLM` | Sparse graph of LLM nodes with gradient sync | ★★★★☆ |
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| L23 | `LowResBridge` | Image-text bridge for ultra-low resource languages | ★★★★☆ |
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| L24 | `BrainBridge` | Brain signal mapping to word embeddings | ★★★★★ |
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| L25 | `NeuroSymPhys` | Hybrid neuro-symbolic physics modeling | ★★★★★ |
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| L26 | `GenomicCL` | Continual learning with EWC on genome-level tasks | ★★★★☆ |
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| L27 | `OTTrace` | Execution path audit loss for transparency | ★★★★☆ |
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| L28 | `CtxTypeLatch` | Context-Type Latching — dynamic bias by input category | ★★★★☆ |
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| L29 | `ErrWeightDamp` | Error-Weight Dampening for fine-tune stability | ★★★★☆ |
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| L30 | `StyleGate` | Local Style Harmony Gate to balance user-specific style | ★★★★☆ |
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| L31 | `PromptReWgt` | Dynamic Prompt Reweighting with RL signal integration | ★★★★☆ |
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| L32 | `ActPatchTest` | Active Patch Testing — injects dynamic error probes | ★★★★★ |
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| L33 | `SparseShort` | Sparse Retrieval Shortcut for low-resource environments | ★★★★☆ |
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| L34 | `PrivAlign` | Differential Privacy Alignment during fine-tuning | ★★★★☆ |
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| L35 | `TensProj` | Multi-axis projection engine for semantic tension tracking | ★★★★☆ |
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| L36 | `FlowRefine` | Curvature-aware vector flow refinement | ★★★★☆ |
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| L37 | `RecChain` | Recursive symbolic memory chain alignment | ★★★★☆ |
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| L38 | `SymbolComp` | Symbolic compensation for meaning erosion | ★★★★☆ |
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| L39 | `FwdPath` | Forward logic prediction via semantic-path entanglement | ★★★★★ |
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| L40 | `CollapseBoost` | Collapse detection & rerouting feedback | ★★★★☆ |
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| L41 | `MultiNode` | Multi-perspective node propagation with entropy control | ★★★★☆ |
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| L42 | `MultiMem` | Multi-instance memory embedding controller | ★★★★☆ |
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| L43 | `RefLock` | Dynamic reference lock for hallucination mitigation | ★★★★★ |
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| L44 | `QTokenSync` | Quantum-simulated token co-attention modulator | ★★★★★ |
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| L45 | `SubLangShell` | Sub-language scaffolding shell for foreign reasoning contexts | ★★★★☆ |
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| L46 | `InjectShield` | Injection signal regulator to suppress semantic pollution | ★★★★☆ |
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| L47 | `HallucinationShield` | Multi-stage hallucination countermeasures (six-math defense chain)| ★★★★★ |
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| L48 | `ContextTypeLatch` | Switches semantic bias vectors based on input domain (e.g., legal, poetic) | ★★★★☆ |
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| L49 | `ErrorWeightDamp` | Dampens learning rate in unstable zones to preserve legacy reasoning | ★★★★☆ |
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| L50 | `LocalStyleGate` | Infuses contextual style patterns (regional, user, brand); fallback-enabled | ★★★★☆ |
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| L51 | `PromptReweighter` | Dynamically reassigns token weights using reward feedback signals | ★★★★☆ |
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| L52 | `ActivePatchTest` | Injects adversarial semantic patches during runtime to test resilience | ★★★★★ |
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| L53 | `SparseRetrieval` | Enables fallback retrieval via TF-IDF or lexical hashing (low-resource mode)| ★★★★☆ |
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| L54 | `PrivacyAlign` | Combines differential privacy + alignment loss for protected data training | ★★★★☆ |
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---
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## 📊 WFGY Research Showcase – Introducing the Fifth Force
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> What if Einstein’s theory of relativity missed something fundamental —
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> a **semantic field** that acts as the universe’s fifth force?
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This is a curated set of research papers from the WFGY framework, exploring deep links between semantics, quantum collapse, information entropy, and symbolic cognition. These works introduce a radical but testable hypothesis: that **semantic tension itself may constitute a fifth force** in the universe — alongside gravity, electromagnetism, and the nuclear forces.
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All papers have been independently rated using ChatGPT's built-in [SciSpace](https://scispace.com) paper analysis tool. Anyone can replicate these scores — download a PDF, drop it into ChatGPT, and ask it to evaluate the content. In most cases, you'll get a score within ±5 of the ones listed below.
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---
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| # | Title | Score | DOI |
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|-----|--------------------------------------------------|-------|---------------------------------------------------------------------|
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| P1 | **Semantic Relativity Theory** | 93 | [10.6084/m9.figshare.30351508](https://doi.org/10.6084/m9.figshare.30351508) |
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| P2 | **Semantic BioEnergy: Plants vs. Einstein** | 93 | [10.6084/m9.figshare.30352828](https://doi.org/10.6084/m9.figshare.30352828) |
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| P3 | **Semantic Collapse in Quantum Measurement** | 92 | [10.6084/m9.figshare.30351640](https://doi.org/10.6084/m9.figshare.30351640) |
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| P4 | **Semantic Field–Mediated Fifth Force** | 91 | [10.6084/m9.figshare.30351763](https://doi.org/10.6084/m9.figshare.30351763) |
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| P5 | **Semantic Entropy under Landauer's Principle** | 94 | [10.6084/m9.figshare.30352399](https://doi.org/10.6084/m9.figshare.30352399) |
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| P6 | **Semantic Holography & Causal Fields** | 93 | [10.6084/m9.figshare.30353182](https://doi.org/10.6084/m9.figshare.30353182) |
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📎 Full annotated reviews with visual diagrams: 👉 [I_am_not_lizardman](https://github.com/onestardao/WFGY/tree/main/I_am_not_lizardman)
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### Quick Notes for First-Time Readers:
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> **P1** lays the foundation of "Semantic Relativity" — a new paradigm for meaning in space-time.
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> **P4** introduces the core hypothesis: that semantic fields may induce **non-electromagnetic physical effects** (the so-called Fifth Force).
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> **P5** integrates this view into Landauer’s principle — exploring how meaning alters entropy and information cost.
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>
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> All of these point toward one shared conclusion:
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>
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> **Semantics isn't just about interpretation — it's a latent structural force of the universe.**
|
||
|
||
---
|
||
|
||
## 🧠 Functional Mapping (Conceptual Overview)
|
||
|
||
> Each layer above is designed to solve a class of semantic reasoning challenges.
|
||
> The specific problem categories remain confidential until launch.
|
||
|
||
| # | Layer Name | Target Functionality Category | Status |
|
||
|-----|----------------|--------------------------------------|---------|
|
||
| F1 | `VoidMask` | Latent Space Noise Suppression | Planned |
|
||
| F2 | `VibeLock` | Emotion-State Anchoring | Planned |
|
||
| F3 | `PolarDrift` | Gradual Semantics Rotation | Planned |
|
||
| F4 | `SynSig` | Input Reconstruction & Augmentation | Planned |
|
||
| F5 | `RelicCore` | Symbolic Backward Compatibility | Planned |
|
||
| F6 | `FractalGate` | Recursive Semantic Looping | Planned |
|
||
| F7 | `MetaGrav` | Semantic Unification Field | Planned |
|
||
| F8 | `DeepAlign` | Self-Coherent Context Mapping | Planned |
|
||
| F9 | `ConcurFlux` | Conflict Resolution Engine | Planned |
|
||
| F10 | `SudoSelf` | Reflective Self-Modeling | Planned |
|
||
| F11 | `ÆdgeWalker` | Boundary Integrity Assurance | Planned |
|
||
| F12 | `XenoFrame` | Ontological Transfer Logic | Planned |
|
||
|
||
|
||
---
|
||
|
||
## 🧩 Core Function Mapping (Symbolic Engine Modules)
|
||
|
||
> These are not layers but form the symbolic backbone of the WFGY reasoning engine.
|
||
> Each module implements a specific reasoning mechanic — either vectorial, memory-based, or logic-preserving.
|
||
> *May be embedded in future layers or reused across engines.*
|
||
|
||
| # | Module Name | Function Description | Status |
|
||
|-----|------------------|-----------------------------------------------------------------------|-----------|
|
||
| C1 | `OTTrace` | Output Trace Logging — registers token path decisions | Planned |
|
||
| C2 | `EntropyLatch` | Latches decoding temperature based on real-time uncertainty | Planned |
|
||
| C3 | `RefLock` | Locks reference tokens to suppress drift & hallucination | Planned |
|
||
| C4 | `GradientPhase` | Modulates attention gradient based on phase coherence | Planned |
|
||
| C5 | `TensionMesh` | Semantic tension lattice for ΔS propagation & conflict visualization | Planned |
|
||
| C6 | `WarpCurvature` | Refines vector flow using context curvature metrics | Planned |
|
||
| C7 | `RecallLoop` | Recursively triggers latent memory on key omissions | Planned |
|
||
| C8 | `SymbolLift` | Reconstructs collapsed symbols into higher abstraction planes | Planned |
|
||
| C9 | `LogicWeave` | Symbolic mesh that reinforces valid logic paths | Planned |
|
||
| C10 | `FwdPath` | Forward logic prediction via semantic-path entanglement | Planned |
|
||
| C11 | `MultiMem` | Controls parallel memory instances across tasks | Planned |
|
||
| C12 | `TensProj` | Multi-axis projection engine for semantic tension tracking | Planned |
|
||
| C13 | `InjectShield` | Suppresses semantic corruption from unsafe injection patterns | Planned |
|
||
| C14 | `SubLangShell` | Provides scaffolding for unstable sub-language contexts | Planned |
|
||
| C15 | `PromptReWgt` | Dynamically rebalances prompt segment importance using feedback | Planned |
|
||
| C16 | `ActPatchTest` | Injects transient fault signals to test robustness and semantic repair| Planned |
|
||
| C17 | `RecursiveCoTQuota` | Enforces CoT depth quotas to prevent hallucination drift | Planned |
|
||
| C18 | `BidirectionalSearchInject` | Injects reverse-check paths to verify retrievals | Planned |
|
||
| C19 | `SemanticGuardGate` | Filters hallucination-prone segments with semantic gate signals | Planned |
|
||
| C20 | `ReasoningRippleDamp` | Suppresses unstable reasoning cascades triggered by weak inferences | Planned |
|
||
| C21 | `SelfVotingLoop` | Aggregates self-prompted multi-pass votes to ensure answer consistency| Planned |
|
||
| C22 | `DualPassConsistency` | Validates output against a second-pass recomputation layer | Planned |
|
||
|
||
|
||
---
|
||
|
||
## 🧪 Symbolic Layer Prototypes
|
||
|
||
> Experimental symbolic-level constructs that may evolve into full reasoning layers.
|
||
> Designed for ΔS regulation, narrative dynamics, and latent memory sculpting.
|
||
> *Each entry marked as Planned; numbering follows S1, S2…*
|
||
|
||
| # | Module Name | Description | Status |
|
||
|-----|------------------------|---------------------------------------------------------------------------|-----------|
|
||
| S1 | `SemanticGravity` | Simulates gravitational pull in meaning space (ΔS + λ_observe vector field) | Planned |
|
||
| S2 | `GravityBiasIndex` | Captures semantic drift tendencies toward dense nodes | Planned |
|
||
| S3 | `WarpAnchors` | Enables memory points that trigger contextually (semantic anchor nodes) | Planned |
|
||
| S4 | `MemoryGlyphInflate` | Encoded memory units that expand semantically when prompted | Planned |
|
||
| S5 | `CogitoUnitSystem` | Defines smallest unit of semantic action (reasoning particle) | Planned |
|
||
| S6 | `TensionMonitor` | Tracks overload in symbolic tension (ΔS + transition hops) | Planned |
|
||
| S7 | `EmotionDecay` | Models emotional tension decay in narrative | Planned |
|
||
| S8 | `StylePhaseDetect` | Detects abrupt stylistic changes across model outputs | Planned |
|
||
| S9 | `RefractionMatrix` | Models meaning distortion across boundary contexts | Planned |
|
||
| S10 | `TensionMapper` | Visual map of ΔS flow and narrative tension | Planned |
|
||
| S11 | `OrbitDrift` | Traces semantic node drift over time | Planned |
|
||
|
||
|
||
---
|
||
|
||
🛠 *This roadmap is subject to change. Several additional modules are under stealth development.*
|
||
🧠 *The WFGY Engine remains the foundational core. All layers above are designed to integrate seamlessly as modular extensions.*
|
||
|
||
---
|
||
|
||
## 🧭 How to Use
|
||
|
||
> If you're building a new WFGY-based feature or investigating failures,
|
||
> this is where you’ll find the **diagnostic cause** and **remedial formula**.
|
||
|
||
Each file includes:
|
||
- 🔍 Problem it solves
|
||
- 🧩 Core concept & variables
|
||
- ✍️ Canonical mathematical formula (if any)
|
||
- 💬 Example scenarios
|
||
- 🧪 Optional behavior in stateless prompt-only mode
|
||
|
||
---
|
||
|
||
## 🚩 License Alignment
|
||
|
||
All contents here inherit the MIT License from the root repo.
|
||
These formulas and reasoning modules may be used commercially, but attribution is **strongly encouraged**.
|
||
WFGY is a pro-knowledge framework — we only publicly respond to commercial misuse if there's:
|
||
|
||
- 💰 Monetization based on WFGY research with zero attribution
|
||
- 🚫 Locking up modified copies of our open techniques
|
||
|
||
---
|
||
|
||
### 🔗 Quick-Start Downloads (60 sec)
|
||
|
||
| Tool | Link | 3-Step Setup |
|
||
|------|------|--------------|
|
||
| **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \<your question>” |
|
||
| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |
|
||
|
||
---
|
||
|
||
### 🧭 Explore More
|
||
|
||
| Module | Description | Link |
|
||
|-----------------------|----------------------------------------------------------|----------|
|
||
| WFGY Core | WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
|
||
| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
|
||
| Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
|
||
| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
|
||
| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
|
||
| Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) |
|
||
| 🧙♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) |
|
||
|
||
---
|
||
|
||
> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
|
||
> Engineers, hackers, and open source builders who supported WFGY from day one.
|
||
|
||
> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md).
|
||
|
||
<div align="center">
|
||
|
||
[](https://github.com/onestardao/WFGY)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
|
||
|
||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
|
||
|
||
</div>
|
||
|