| .. | ||
| Smoothness_Lab | ||
| bbam.onnx | ||
| bbcr.onnx | ||
| bbmc.onnx | ||
| bbpf.onnx | ||
| README.md | ||
WFGY – Public API Specs & ONNX Graphs
Version 1.0 · last updated 2025-06-12
WFGY is open by design.
To guarantee that each module can be inspected, audited, or re-implemented,
we publish (1) a concise API spec and (2) a lightweight ONNX graph for every
core component.
Download the .onnx files and open them in Netron
or any ONNX viewer to see the exact computation graph—no black box, no
hidden layers.
| Module | API spec | ONNX graph |
|---|---|---|
| BBMC Semantic Residue |
bbmc_api.md |
onnx/bbmc.onnx |
| BBPF Progression Flow |
bbpf_api.md |
onnx/bbpf.onnx |
| BBCR Collapse–Rebirth |
bbcr_api.md |
onnx/bbcr.onnx |
| BBAM Attention Modulator |
bbam_api.md |
onnx/bbam.onnx |
Re-exporting the graphs
All four graphs are intentionally tiny (~20 KB each) so they build in seconds and reveal the tensor flow without shipping proprietary weights.
# in repo root
python export_onnx.py
This script recreates the folder structure:
specs/
├── onnx/
│ ├── bbam.onnx
│ ├── bbcr.onnx
│ ├── bbmc.onnx
│ └── bbpf.onnx
└── *.md # human-readable API specs
Feel free to replace these dummy graphs with full-precision weights if you need exact numerical reproduction.
License & Citation
The API descriptions and ONNX graphs are released under the MIT license. If you use WFGY in research, please cite the Zenodo release:
PSBigBig, “WFGY 1.0: A Self-Healing Variance Gate for LLMs,”
Any issue / PR is welcome—open science thrives on transparency.
---
### Will Colab runs change after adding this folder?
No. `specs/` is pure documentation.
All examples (`example_01`–`08`), tests, and the SDK itself remain identical,
so you can keep running the original Colab notebook without any modification.
Explore More
| Layer | Page | What it’s for |
|---|---|---|
| Proof | WFGY Recognition Map | External citations, integrations, and ecosystem proof |
| Engine | WFGY 1.0 | Original PDF based tension engine |
| Engine | WFGY 2.0 | Production tension kernel and math engine for RAG and agents |
| Engine | WFGY 3.0 | TXT based Singularity tension engine, 131 S class set |
| Map | Problem Map 1.0 | Flagship 16 problem RAG failure checklist and fix map |
| Map | Problem Map 2.0 | RAG focused recovery pipeline |
| Map | Problem Map 3.0 | Global Debug Card, image as a debug protocol layer |
| Map | Semantic Clinic | Symptom to family to exact fix |
| Map | Grandma’s Clinic | Plain language stories mapped to Problem Map 1.0 |
| Onboarding | Starter Village | Guided tour for newcomers |
| App | TXT OS | TXT semantic OS, fast boot |
| App | Blah Blah Blah | Abstract and paradox Q and A built on TXT OS |
| App | Blur Blur Blur | Text to image with semantic control |
| App | Blow Blow Blow | Reasoning game engine and memory demo |
If this repository helped, starring it improves discovery so more builders can find the docs and tools.