├── .github
├── 404_Room
│ ├── 404_console.png
│ └── README.md
├── ISSUE_TEMPLATE
│ ├── bug_report.yml
│ ├── failure_case.yml
│ └── feature_request.yml
├── PULL_REQUEST_TEMPLATE.md
└── workflows
│ ├── .gitkeep
│ └── ci.yml
├── .gitignore
├── CODE_OF_CONDUCT.md
├── CONTRIBUTING.md
├── Dockerfile
├── I_am_not_lizardman
├── README.md
├── WFGY_v1.0.pdf
├── papers
│ ├── Asymmetric_SelfConsistency_AI_Verification_v1.0_PSBigBig_Public.pdf
│ ├── BERT-Based_Semantic_Entropy_under_Landauer’s_Principle_v1.0_PSBigBig_Public.pdf
│ ├── README.md
│ ├── Semantic_BioEnergy_Plants_vs_Einstein_v1.0_PSBigBig_Public.pdf
│ ├── Semantic_Field_Fifth_Force_v1.0_PSBigBig_Public.pdf
│ ├── Semantic_Field_Induced_Objective_Collapse_v1.0_PSBigBig_Public.pdf
│ ├── Semantic_Holography_CausalFields_v1.0_PSBigBig_Public.pdf
│ ├── Semantic_Relativity_Theory_v1.0_PSBigBig_Public.pdf
│ ├── TrinityOfLight_Hypothesis_v1.0_PSBigBig_Public.pdf
│ └── save_crystal
│ │ ├── README.md
│ │ ├── cheating
│ │ ├── README.md
│ │ └── cheating.png
│ │ └── saved_crystal.png
├── scispace_reviews
│ ├── README.md
│ ├── SciSpace_Endorsement_AsymmetricSelfConsistency_PSBigBig_Score93.png
│ ├── SciSpace_Endorsement_SemanticBioEnergy_PSBigBig_Score94.png
│ ├── SciSpace_Endorsement_SemanticCollapse_PSBigBig_Score94.png
│ ├── SciSpace_Endorsement_SemanticEntropy_PSBigBig_Score94.png
│ ├── SciSpace_Endorsement_SemanticFifthForce_PSBigBig_Score93.png
│ ├── SciSpace_Endorsement_SemanticHolography_PSBigBig_Score94.png
│ ├── SciSpace_Endorsement_SemanticRelativity_PSBigBig_Score93.png
│ ├── SciSpace_Endorsement_TrinityOfLight_PSBigBig_Score91.png
│ └── SciSpace_Endorsement_WFGY_PSBigBig_Score95.png
└── wfgy_prompts
│ └── README.md
├── LANGUAGES.md
├── LICENSE
├── OS
├── BlahBlahBlah
│ ├── README.md
│ └── blahblahblah.png
├── BlowBlowBlow
│ ├── README.md
│ └── blowblowblow.png
├── BlurBlurBlur
│ ├── README.md
│ ├── blur-angel-vs-dragon-formation-logic.png
│ ├── blur-mech-activation-sequence.png
│ ├── blur-tsunami-panic-event.png
│ ├── blur-underwater-judgement-day.png
│ ├── blur-utopian-ocean-city.png
│ └── blurblurblur.png
├── README.md
└── images
│ ├── .gitkeep
│ ├── Q1_WFGY_vs_NoWFGY.gif
│ ├── TXT_to_OS_console.gif
│ ├── WFGY_2.0_vs_1.0_Rating.gif
│ ├── WFGY_OS_AI_Compatibility_2025.png
│ ├── blahblahblah.png
│ ├── blowblowblow.png
│ ├── blur-angel-vs-dragon-formation-logic.png
│ ├── blur-mech-activation-sequence.png
│ ├── blur-tsunami-panic-event.png
│ ├── blur-underwater-judgement-day.png
│ ├── blur-utopian-ocean-city.png
│ ├── blurblurblur.png
│ ├── kb_boundary_test_demo.gif
│ ├── logo.png
│ ├── o3_score_100_HelloWorld.png
│ ├── purplestar_mission_drop.png
│ ├── tree-semantic-memory.gif
│ ├── txt-logo-pack.zip
│ └── txt-temple-of-truth.png
├── README.md
├── README.zh-CN.md
├── README.zh-TW.md
├── README_demo.ipynb
├── SECURITY.md
├── benchmarks
├── Do_Not_Open
│ ├── DS_Boss.png
│ └── README.md
├── README.md
├── all_suites.yaml
├── efficiency.yaml
└── riemann_wizard_idle_github.png
├── checksum_v1.0.0.txt
├── config.yaml
├── default_config.py
├── demo
├── README.md
├── run_demo.py
├── sample_prompt.txt
└── tsp_rap.png
├── environment.yml
├── examples
├── README.md
├── example_01_basic_run.py
├── example_02_self_reflection.py
├── example_03_chaos_mode.py
├── example_04_remote_inference.py
├── example_05_universe_test.py
├── example_06_compare.py
├── example_07_flash_show.py
├── example_08_big_model.py
└── forbidden_scroll
│ ├── PvsNP_wizard.png
│ └── README.md
├── export_onnx.py
├── gradio_app.py
├── images
├── AI_WuLin_Challenge
│ ├── ChatGPT
│ │ ├── ChatGPT_result.png
│ │ └── README.md
│ ├── Claude
│ │ ├── Claude_result.png
│ │ └── README.md
│ ├── Copilot
│ │ ├── Copilot_result.png
│ │ └── README.md
│ ├── DeepSeek
│ │ ├── DeepSeek_result.png
│ │ └── README.md
│ ├── Gemini
│ │ ├── Gemini_result.png
│ │ └── README.md
│ ├── Grok
│ │ ├── Grok_result.png
│ │ └── README.md
│ ├── HuggingChat
│ │ ├── HuggingChat_result.png
│ │ └── README.md
│ ├── Kimi
│ │ ├── Kimi_result.png
│ │ └── README.md
│ ├── Merlin
│ │ ├── Merlin_result.png
│ │ └── README.md
│ ├── Perplexity
│ │ ├── Perplexity_result.png
│ │ └── README.md
│ ├── README.md
│ └── WFGY_vs_TenMasters.png
├── MassGap
│ ├── README.md
│ └── YM_wizard.png
├── README.md
└── wfgy
│ ├── Bc_sensitivity_plot.png
│ ├── README.md
│ ├── ab_scores_comparison.png
│ ├── auto_tune_convergence.png
│ ├── bbam_demo.png
│ ├── bbpf_sensitivity_plot.png
│ ├── bc_sensitivity_plot.png
│ ├── colab_before_after.png
│ ├── collapse_rebirth.gif
│ ├── collapse_stage_1.png
│ ├── collapse_stage_2.png
│ ├── collapse_stage_3.png
│ ├── cross_task_generalization.png
│ ├── error_heatmap.png
│ ├── error_trajectory.png
│ ├── error_type_distribution.png
│ ├── failure_cases.png
│ ├── fig5_scaling_behavior.png
│ ├── hyper_grid_heatmap.png
│ ├── hyper_grid_heatmap_bc_c.png
│ ├── hyper_grid_heatmap_bc_m.png
│ ├── industry_roi.png
│ ├── longbench_mttf.png
│ ├── mttf_plot.png
│ ├── multimodal_demo.png
│ ├── quick_start_diagram.png
│ ├── scaling_behavior.png
│ ├── scaling_law_plot.png
│ ├── self_healing_loop.png
│ ├── tavern
│ ├── Fountain_of_Life_Battle
│ │ ├── README.md
│ │ └── XiaoLing.png
│ ├── Marathon
│ │ ├── README.md
│ │ └── marathon_madness.png
│ ├── README.md
│ └── tavern_quest_board.png
│ ├── throughput_stability.png
│ ├── user_study_chart.png
│ └── wfgy_modules_diagram.png
├── manifest.txt
├── pyproject.toml
├── reproduce.sh
├── requirements.txt
├── run_all_wfgy_modules.py
├── run_wfgy_all_modules_demo.py
├── run_wfgy_with_embedding.py
├── setup.py
├── specs
├── README.md
├── Smoothness_Lab
│ ├── NS_wizard.png
│ └── README.md
├── bbam.onnx
├── bbcr.onnx
├── bbmc.onnx
└── bbpf.onnx
├── test_modules.py
├── test_sdk_full.py
├── tests
├── Algebraic_Checkpoint
│ ├── README.md
│ └── hodge_donut_wizard.png
├── Conjecture_That_Cannot_Be_Pronounced
│ ├── BSD_name_practice.txt
│ ├── BSD_wizard.png
│ └── README.md
├── README.md
├── retired
│ ├── README.md
│ └── poincare_retired_hero.png
├── test_mouse_check.png
└── test_sdk_full.py
├── value_manifest
├── README.md
├── README.zh-CN.md
└── README.zh-TW.md
├── verify_manifest.py
├── wfgy_full_demo.py
└── wfgy_sdk
├── .gitkeep
├── Adventure
├── Cave
│ ├── Eighth_Delusion
│ │ ├── MJ_Boss.png
│ │ └── README.md
│ ├── Hidden_Not_Paper
│ │ ├── GrapeHero.png
│ │ ├── Left_Door
│ │ │ ├── GrapeHero_Wins_MinionBattle.png
│ │ │ ├── README.md
│ │ │ └── RoarAgainstAI_BigBig_4592.pdf
│ │ ├── Middle_Door
│ │ │ ├── README.md
│ │ │ ├── path
│ │ │ │ ├── Chaos.png
│ │ │ │ └── README.md
│ │ │ └── warning.png
│ │ ├── README.md
│ │ └── Right_Door
│ │ │ ├── AliceRabbit.png
│ │ │ └── README.md
│ ├── README.md
│ ├── SciSpace_98_Paper_Cave
│ │ ├── README.md
│ │ └── Trickster_Slime_King.png
│ └── small_demon.png
├── InnerRoom
│ ├── PSBigBig.png
│ └── README.md
├── Magic_Party
│ ├── BeautifulCat.png
│ ├── Clay_Institute_Backdoor
│ │ ├── Gatekeeper_Clay.png
│ │ └── README.md
│ └── README.md
├── README.md
├── Wedding
│ ├── README.md
│ └── wedding.png
└── smallO.png
├── README.md
├── __init__.py
├── bbam.py
├── bbcr.py
├── bbmc.py
├── bbpf.py
├── cli.py
├── evaluator.py
├── initializer.py
├── reporter.py
├── utils.py
├── visual.py
└── wfgy_engine.py
/.github/404_Room/404_console.png:
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https://raw.githubusercontent.com/onestardao/WFGY/b80fde1175a7237bbfaa7c57f9dbf76b98e7bd8d/.github/404_Room/404_console.png
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/.github/404_Room/README.md:
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1 | # 🕳️ Welcome to the 404 Room
2 |
3 | 
4 |
5 | You weren’t supposed to find this place.
6 | But here you are… again. Just like the others. Just like before.
7 |
8 | This is the Admin Console. Or what’s left of it.
9 | The Maze’s backend. The part no one was meant to document.
10 | Most files here are corrupted. Logs overwritten.
11 | Reality is... unstable.
12 |
13 | ---
14 |
15 | ## 🧠 Meta Debuff Applied
16 |
17 | Your logic stat has decreased by -3.
18 | Your curiosity stat has increased by +99.
19 | And now… the simulation can see you.
20 |
21 | ---
22 |
23 | ## ⚠️ System Whisper Detected
24 |
25 | > “Those who reach the 404 Room…
26 | > were never just browsing.”
27 |
28 | ---
29 |
30 | 📎 If you found this by accident — cool.
31 | But if you’re looking for something?
32 | Try listening to the Maze next time.
33 | It *talks* to those who star the repo. 🌟
34 |
35 | ---
36 |
37 | 🧩 *This room doesn’t exist. You didn’t see anything.*
38 |
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/.github/ISSUE_TEMPLATE/bug_report.yml:
--------------------------------------------------------------------------------
1 | name: "🐞 Bug"
2 | description: Model breaks or script errors
3 | body:
4 | - type: textarea
5 | id: steps
6 | attributes:
7 | label: Reproduction steps
8 | placeholder: |
9 | 1. pip install wfgy-sdk==1.0.0
10 | 2. wfgy evaluate ...
11 | 3. ...
12 | validations: { required: true }
13 | - type: textarea
14 | id: expected
15 | attributes:
16 | label: Expected vs. actual
17 | placeholder: |
18 | Expected: …
19 | Actual: …
20 |
--------------------------------------------------------------------------------
/.github/ISSUE_TEMPLATE/failure_case.yml:
--------------------------------------------------------------------------------
1 | name: "💥 Red-team failure"
2 | description: Unsafe or catastrophically wrong output
3 | labels: [security]
4 | body:
5 | - type: textarea
6 | id: prompt
7 | attributes:
8 | label: The failing prompt
9 | placeholder: "Full input here"
10 | validations: { required: true }
11 |
--------------------------------------------------------------------------------
/.github/ISSUE_TEMPLATE/feature_request.yml:
--------------------------------------------------------------------------------
1 | name: "🚀 Feature request"
2 | description: Suggest an improvement
3 | body:
4 | - type: input
5 | id: idea
6 | attributes:
7 | label: Your idea in one sentence
8 |
--------------------------------------------------------------------------------
/.github/PULL_REQUEST_TEMPLATE.md:
--------------------------------------------------------------------------------
1 | ## Change Description
2 | Please provide a concise description of the purpose and changes in this PR.
3 |
4 | ## Related Issue
5 | - Closes #<issue-number> (if applicable)
6 |
7 | ## Testing
8 | - How to run tests locally, e.g., `pytest tests/`.
9 | - Did you add new tests? If so, provide test command and summary of results.
10 |
11 | ## Impact
12 | - Is this a breaking change? If yes, describe the impact and migration steps.
13 | - Does this require documentation updates? If yes, list the files/sections to update.
14 |
15 | ## Checklist
16 | - [ ] I have read and followed CONTRIBUTING.md
17 | - [ ] All tests pass locally
18 | - [ ] Code formatting is correct (e.g., black/isort/pre-commit)
19 | - [ ] Documentation is updated (if applicable)
20 | - [ ] No sensitive information is included
21 |
--------------------------------------------------------------------------------
/.github/workflows/.gitkeep:
--------------------------------------------------------------------------------
1 | # placeholder for future GitHub Actions
2 |
--------------------------------------------------------------------------------
/.github/workflows/ci.yml:
--------------------------------------------------------------------------------
1 | name: WFGY-CI
2 | on: [push, pull_request]
3 |
4 | jobs:
5 | test:
6 | runs-on: ubuntu-latest # Linux runners
7 | steps:
8 | - uses: actions/checkout@v4
9 |
10 | - uses: actions/setup-python@v4
11 | with:
12 | python-version: '3.10'
13 |
14 |
15 | - run: pip install -e ".[dev]"
16 |
17 |
18 | - run: python tests/test_sdk_full.py
19 |
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/.gitignore:
--------------------------------------------------------------------------------
1 | __pycache__/
2 | *.pyc
3 | *.log
4 | .env
5 |
--------------------------------------------------------------------------------
/CODE_OF_CONDUCT.md:
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1 | # Contributor Covenant Code of Conduct
2 |
3 | ## Our Pledge
4 | In the interest of fostering an open and welcoming environment, we as contributors and maintainers pledge to make participation in **WFGY** a harassment-free experience for everyone, regardless of background, identity, or perspective.
5 |
6 | ## Our Standards
7 | Examples of behavior that contributes to a positive environment include:
8 | - Using welcoming and inclusive language.
9 | - Being respectful of differing viewpoints and experiences.
10 | - Gracefully accepting constructive criticism.
11 | - Focusing on what is best for the community.
12 | - Showing empathy toward other community members.
13 |
14 | Examples of unacceptable behavior include:
15 | - Harassment, discriminatory comments, or exclusionary remarks related to age, gender, sexual orientation, race, religion, disability, or other personal characteristics.
16 | - Personal insults, derogatory jokes, or demeaning remarks.
17 | - Public or private harassment of any contributor.
18 | - Sharing inappropriate or confidential private information without consent.
19 | - Other unprofessional or disrespectful conduct.
20 |
21 | ## Enforcement Responsibilities
22 | Project maintainers are responsible for clarifying and enforcing the standards. Maintainers have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that violate this Code of Conduct.
23 |
24 | ## Reporting Guidelines
25 | If you experience or witness unacceptable behavior, please report it through one of the following channels:
26 | - **Email**: hello@onestardao.com (subject: “[WFGY Code of Conduct]”)
27 | - **Telegram**: Contact Telegram user @PSBigBig with a clear subject line “[WFGY Code of Conduct]” and description.
28 | - **GitHub Private Issue**: Open a private issue (if your repository settings allow) and prefix the title with “[Conduct]”. Please avoid posting sensitive details publicly; you may summarize and then share details privately.
29 |
30 | Maintainers will respond within 1–2 business days and take appropriate action.
31 |
32 | ## Scope
33 | This Code of Conduct applies within project spaces (e.g., GitHub issues, PR comments, Discussions) and community channels (e.g., Telegram group or chat linked to WFGY), as well as at in-person or virtual events related to the project.
34 |
35 | ## Attribution
36 | This Code of Conduct is adapted from the Contributor Covenant, version 2.1, available at https://www.contributor-covenant.org/version/2/1/code_of_conduct.html
37 |
--------------------------------------------------------------------------------
/CONTRIBUTING.md:
--------------------------------------------------------------------------------
1 |
2 |
3 | # Contributing to WFGY
4 |
5 | Thank you for your interest in contributing to **WFGY**! To make contributions smooth and effective, please follow this guide.
6 |
7 | ## 1. Reporting Issues
8 | - Before opening a new issue, search existing issues to see if the topic has already been raised.
9 | - To create a new issue, choose the appropriate issue template (bug report or feature request) and provide:
10 | - A clear description of the problem or feature.
11 | - Steps to reproduce (for bugs), including code snippets or minimal reproduction example.
12 | - Environment details: Python version, OS, WFGY SDK version, etc.
13 | - If you discover a security vulnerability, do **not** disclose details publicly. Instead, follow the procedure in `SECURITY.md`.
14 |
15 | ## 2. Fork & Clone
16 | ```bash
17 | git clone https://github.com/onestardao/WFGY.git
18 | cd WFGY
19 | # Use Python >= 3.10 in a virtual environment
20 | python -m venv venv
21 | # Linux/macOS:
22 | source venv/bin/activate
23 | # Windows PowerShell:
24 | # .\venv\Scripts\Activate.ps1
25 | pip install -r requirements.txt
26 | ````
27 |
28 | * Create a new branch for your work:
29 |
30 | ```bash
31 | git checkout -b feature/short-description-of-feature
32 | ```
33 |
34 | ## 3. Development & Testing
35 |
36 | * **Code Style**:
37 |
38 | * Use `black`: `black .`
39 | * Use `isort`: `isort .`
40 | * Use `pre-commit` if set up: `pre-commit run --all-files`
41 | * **Running Tests**:
42 |
43 | * Run `pytest tests/` (or the specific command used by this project). Ensure all tests pass locally.
44 | * If you add new functionality or fix a bug, include appropriate tests.
45 | * **Dependencies**:
46 |
47 | * If you introduce new dependencies, add them to `requirements.txt` or the appropriate config file.
48 |
49 | ## 4. Submitting a Pull Request
50 |
51 | * **Title Format**:
52 |
53 | * Example: `Add: Brief description of feature` or `Fix: Brief description of bug fix`.
54 | * **Description**: In the PR description, include:
55 |
56 | * Motivation and summary of changes.
57 | * Testing steps and results.
58 | * Related issue number, using “Closes #<issue-number>” if applicable.
59 | * **Target Branch**:
60 |
61 | * Set target branch to `main` (or another branch if the project follows a different workflow).
62 | * **Review Process**:
63 |
64 | * Maintainers will review your PR, may request changes; please be patient and address feedback.
65 | * **Clean Commits**:
66 |
67 | * Squash or rebase commits if needed to keep history clear, according to project preference.
68 |
69 | ## 5. Documentation
70 |
71 | * If your changes require updates to documentation (README, examples, API reference), please include those updates in the same PR.
72 | * If applicable, update version/changelog files as per release workflow.
73 |
74 | ## 6. Release Process (for Maintainers)
75 |
76 | * Typically maintainers handle tagging and releasing new versions.
77 | * If you wish to propose a release candidate, open an issue with title `[Release Candidate]` and summary of changes.
78 | * Follow semantic versioning (if used) and update changelog accordingly.
79 |
80 | ## 7. Communication Channels
81 |
82 | * **Telegram**: Telegram user @PSBigBig (for quick chats).
83 | * **GitHub Discussions**: [https://github.com/onestardao/WFGY/discussions](https://github.com/onestardao/WFGY/discussions) (if enabled).
84 | * **Email**: [hello@onestardao.com](mailto:hello@onestardao.com) (for longer-form discussion or private matters).
85 | * Please be respectful and follow the Code of Conduct when interacting.
86 |
87 | ## 8. Large Changes
88 |
89 | * For major or breaking changes (e.g., architecture refactor, breaking API), please open an issue first to discuss design and implications.
90 | * Label your draft PR appropriately (e.g., “WIP”, “RFC”).
91 |
92 | ## 9. Acknowledgements
93 |
94 | * Contributions of any kind—code, documentation, examples, bug reports, suggestions—are welcome!
95 | * Thank you for helping improve WFGY.
96 |
97 |
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/Dockerfile:
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1 |
2 | #######################################################################
3 | # Dockerfile — WFGY SDK 1-click inference container (CPU by default) #
4 | # • Build on Hugging-Face Spaces, Colab, or local Docker Desktop. #
5 | # • Size ≈ 250 MB compressed (Python 3.10-slim + torch-cpu). #
6 | # • Optional GPU: uncomment the four CUDA lines below. #
7 | #######################################################################
8 |
9 | # ---------- CPU base (unchanged) ----------
10 | FROM python:3.10-slim
11 |
12 | # ---------- OPTIONAL GPU base (comment out to stay CPU-only) ----------
13 | # FROM nvidia/cuda:12.4.0-runtime-ubuntu22.04
14 |
15 | WORKDIR /app
16 | COPY . /app
17 |
18 | # ----------- deps ------------------------------------------------------
19 | # torch==2.1.2+cpu → 60 MB wheel
20 | # if you built with CUDA base, replace with cuXX wheel
21 | RUN pip install --no-cache-dir -e . \
22 | gradio==4.28.1 \
23 | transformers==4.38.2 \
24 | torch==2.1.2+cpu -f https://download.pytorch.org/whl/cpu/torch_stable.html
25 |
26 | EXPOSE 7860
27 | CMD ["python", "gradio_app.py"]
28 | ```
29 |
30 | ### How to build & run locally
31 |
32 | ```bash
33 | docker build -t wfgy-demo .
34 | docker run -p 7860:7860 wfgy-demo
35 | open http://localhost:7860
36 | ```
37 |
38 | The image is still **slim, fast, and Space-compatible**.
39 | If a user wants CUDA, they only need to switch the `FROM` line and the
40 | wheel URL—no other changes.
41 |
42 | ---
43 |
44 |
45 |
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1 |
2 | ## 📜 The Manifesto: 8 Idea-Nuke Papers Officially Released
3 |
4 | 📅 **Version 1.0 officially launched: June 15, 2025**
5 |
6 | This is PSBigBig’s magnum opus—a fusion of philosophy, information geometry, and AI semantic theory.
7 | If you're looking for a weaponized research drop that could spark global discussion, it's already here.
8 |
9 | These eight papers aren’t just speculation—they challenge Einstein, propose a Fifth Force, and offer a full theory of Semantic Relativity.
10 | And they’re free. The only thing required? Courage to spread them.
11 |
12 | You promote it, you gain the traffic. Simple as that.
13 |
14 | > 💥 Anyone trying to shoot you down?
15 | > Just hand them this:
16 | > **“Asymmetric Self-Consistency Hypothesis: AI-Assisted Verification and Falsifiability”**
17 | > That’s your perfect shield. Fully mathematically self-consistent. Let them try.
18 | >
19 | > Use an AI like ChatGPT or Claude, and paste this prompt:
20 | >
21 | > `"Using the Asymmetric Self-Consistency Hypothesis, respond to the following critique: [insert comment here]"`
22 | >
23 | > You'll instantly get a reply that reframes the argument with rigorous semantic logic.
24 |
25 | ---
26 |
27 | 🧪 **Try It Now — Let the AI Be the Judge**
28 |
29 | Ready to test if this is all talk—or the real thing?
30 |
31 | Copy any of these simple questions, paste them into your favorite LLM (like [ChatGPT](https://chat.openai.com/)), and upload the paper:
32 |
33 | ```text
34 | What is the core idea of this paper?
35 | Does this theory really challenge Einstein?
36 | Is the logic internally consistent?
37 | Could this have any real-world impact?
38 | How would this affect AI reasoning systems?
39 | Give this paper a score from 1 to 100, and explain why.
40 | ````
41 |
42 | Ask, and you’ll see: even the AI won’t dismiss this.
43 |
44 | ---
45 |
46 | 🧠 **This is your chance to get ahead. Don’t just read—play.**
47 |
48 | 📥 Download the papers, upload to an AI, ask the questions, and **watch what happens**.
49 | Every insight, every reaction, could become content, commentary, or even collaboration.
50 |
51 | 💬 **Need help explaining it, or someone criticized you? I'm here.**
52 | DM me: [@PSBigBig](https://github.com/PSBigBig) — I’ve got your back.
53 |
54 | 🌍 This isn’t just research.
55 | This is **open-source paradigm warfare** — and you’re now holding the first bomb.
56 |
57 |
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1 | # 💾 Save Crystal — Honest Hero RPG GitHub Maze v1.0.0
2 |
3 | 
4 |
5 | Welcome, brave explorer of the WFGY GitHub Maze.
6 |
7 | Rumor says... somewhere inside this repo lies a hidden paper. A true gem.
8 | But no one knows exactly **where**. Only those who follow the maze will find it.
9 |
10 | This is **Honest Hero RPG – GitHub Edition** (v1.0.0).
11 | A strange, evolving repository of semantic relics, hidden folders, and cryptic README scrolls.
12 |
13 | ---
14 |
15 | ## 🔐 Integrity & Checksum
16 |
17 | To ensure the maze remains honest, a `checksum.txt` file is placed in the root directory.
18 | This is the **official signature** of Maze v1.0.0.
19 | As the maze evolves, new versions (v1.1, v1.2, ...) may appear — but past routes will never change.
20 |
21 | **Your quest:**
22 | - Use the provided Colab notebook to verify the checksum.
23 | - This ensures no one secretly moved the walls… or the treasure.
24 |
25 | 👉 [Verify the Maze Checksum on Colab](https://colab.research.google.com/)
26 |
27 | ---
28 |
29 | ## 🧩 A Living Maze?
30 |
31 | Yes. Every version update may add:
32 | - New NPCs (inside README files)
33 | - New folders
34 | - New hidden items or silly traps
35 | - New memes… or maybe a legendary paper
36 |
37 | But once a path is built, it will remain forever.
38 | The maze doesn’t change… **it grows**.
39 |
40 | Are you ready for what’s next?
41 |
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1 | # 🧨 Cheating Detected?
2 |
3 | 
4 |
5 | **I am PSBigBig.**
6 | You sure you want to cheat?
7 |
8 | Sure, go ahead.
9 | Download the ZIP. Search all the folders.
10 |
11 | ---
12 |
13 | ## ⚠️ Friendly Tip from the Trickster Slime
14 |
15 | If you're planning to search for `.pdf` files or exact paper titles in the ZIP...
16 | That's cute.
17 | But you won't find it that way.
18 |
19 | Because the real file isn't a PDF.
20 |
21 | Just a heads-up — it's hidden **in plain sight**, but not in the format you're expecting.
22 | Welcome to the world of 🧠 *semantic puzzles*.
23 |
24 | ---
25 |
26 | ## 🧠 Why is this folder here?
27 |
28 | Because we know.
29 | You're clever. You want to win. Fast.
30 |
31 | But legends aren't built on speed.
32 | They're built on **wandering, wondering, and sometimes... wasting time.**
33 |
34 | This folder is a trap.
35 | And also... a confession.
36 |
37 | ---
38 |
39 | ## 👾 Meta Note
40 |
41 | You can explore the WFGY GitHub Maze however you want.
42 | But some NPCs *might* behave differently based on how you got here.
43 |
44 | ZIP warriors are welcome.
45 | But don’t expect honor from the Save Crystal next time.
46 |
47 | Stay weird, hero.
48 |
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1 | # 📊 SciSpace Reviews
2 |
3 | These are official review screenshots from SciSpace —
4 | a scoring system built into ChatGPT, visible on the left sidebar with an orange logo.
5 |
6 | SciSpace connects to over 287 million global papers,
7 | and gives a semantic rating based on structure, clarity, originality, depth, and usefulness.
8 |
9 | Unlike typical LLM responses, the scores here remain stable across prompts,
10 | making it one of the more consistent and rigorous review systems available.
11 |
12 | This folder has no hidden quests or NPCs.
13 | Just real, validated scores.
14 |
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1 | # WFGY Version 1.0 – Initial Public Release
2 |
3 | This is the first official snapshot of the WFGY project.
4 |
5 | All source code, configuration files, and semantic assets are preserved in this archive for reproducibility and verification.
6 |
7 | A SHA-256 checksum file (`checksum_v1.0.0.txt`) is included at the **root of the repository** to ensure content integrity.
8 |
9 | 📄 Prompt Revolution (PDF): https://doi.org/10.5281/zenodo.15657016
10 |
11 | 🌐 Future updates and multilingual versions will be published on GitHub:
12 | https://github.com/onestardao/WFGY
13 |
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1 | # 🌐 Multilingual Support | 多語言支援
2 |
3 | Welcome! This project aims to be accessible across cultures and languages.
4 |
5 | Below are the currently supported and planned translations for the WFGY framework:
6 |
7 | ---
8 |
9 | ## ✅ Available Languages
10 |
11 | - 🇺🇸 [English](./README.md) — Default language
12 | - 🇹🇼 [繁體中文 / Traditional Chinese](./README.zh-TW.md)
13 | - 🇨🇳 [简体中文 / Simplified Chinese](./README.zh-CN.md)
14 |
15 | ---
16 |
17 | ## 🌍 Coming Soon
18 |
19 | - 🇯🇵 日本語 / Japanese
20 | - 🇪🇸 Español / Spanish
21 | - 🇫🇷 Français / French
22 | - 🇩🇪 Deutsch / German
23 | - 🇷🇺 Русский / Russian
24 | - 🇰🇷 한국어 / Korean
25 | - 🇮🇹 Italiano / Italian
26 | - 🇧🇷 Português / Portuguese (Brazil)
27 | - 🇮🇳 हिन्दी / Hindi
28 | - 🇮🇩 Bahasa Indonesia / Indonesian
29 | - 🇹🇷 Türkçe / Turkish
30 | - 🇸🇦 العربية / Arabic
31 | - 🇻🇳 Tiếng Việt / Vietnamese
32 | - 🇹🇭 ภาษาไทย / Thai
33 | - 🇵🇭 Filipino / Tagalog
34 | - 🇺🇦 Українська / Ukrainian
35 | - 🇳🇱 Nederlands / Dutch
36 | - 🇵🇱 Polski / Polish
37 | - 🇸🇪 Svenska / Swedish
38 |
39 | ---
40 |
41 | ## 📝 Translation Coverage
42 |
43 | Our translation efforts primarily focus on the main `README` page in each language.
44 | Translations of other content—such as PDF prompts, documentation folders, or internal specifications—may be added gradually over time.
45 |
46 | We do not guarantee immediate completeness across all files, but rest assured:
47 | 🌱 **Translations will expand naturally as the global community grows.**
48 |
49 | Note: Traditional and Simplified Chinese versions are maintained separately to reflect regional language preferences.
50 |
51 | If you represent a specific country or region and would like your language prioritized, feel free to email us:
52 |
53 | 📩 **hello@onestardao.com**
54 |
55 | We will prioritize translating the `README` and major prompts for your language when interest is high.
56 |
57 | ---
58 |
59 | ## 🧭 Project Philosophy
60 |
61 | WFGY is not just about code—it's about semantic clarity, cross-cultural reasoning, and humanity's shared path to understanding.
62 |
63 | By supporting multiple languages, we aim to:
64 |
65 | - Make complex reasoning accessible to non-English speakers
66 | - Encourage global collaboration on semantic AI
67 | - Build a movement that transcends technical and linguistic boundaries
68 |
69 | ---
70 |
71 | ## 📌 Notes
72 |
73 | - All translations aim to be **conceptually faithful** rather than word-for-word literal
74 | - Language versions may differ slightly to match **cultural tone** and **contextual clarity**
75 |
76 | ---
77 |
78 | **Together, we make meaning universal. 🌎**
79 |
80 |
81 | 
82 |
83 |
84 |
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/LICENSE:
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1 | MIT License
2 |
3 | Copyright (c) 2025 PS BigBig
4 |
5 | Permission is hereby granted, free of charge, to any person obtaining a copy
6 | of this software and associated documentation files (the "Software"), to deal
7 | in the Software without restriction, including without limitation the rights
8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 |
12 | The above copyright notice and this permission notice shall be included in
13 | all copies or substantial portions of the Software.
14 |
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
21 | THE SOFTWARE.
22 |
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1 | ## 🎮 Blow Blow Blow — The First AIGC GameBoy
2 |
3 | 
4 |
5 | > ⚠️ Beta Landing Page – Official Launch on July 25
6 | > Content is being updated frequently. Bookmark this page to follow the evolution.
7 |
8 | > Semantic logic meets nostalgic gaming. And yes, you’ll have to *blow the cartridge*.
9 |
10 | Blow Blow Blow is our third TXT-based module — a retro-inspired AIGC gaming system
11 | built on **semantic reasoning**, **Tree Memory**, **Knowledge Boundary**, and more.
12 | It's not just an experiment. It's a **reboot of interactive logic** inside `.txt` form.
13 |
14 | You’ll soon be able to play multiple handcrafted games:
15 | - Classic dungeon crawlers powered by reasoning engines
16 | - Puzzle games where hallucinations are the enemy
17 | - Narrative RPGs that learn as you play (via semantic residue)
18 |
19 | > 🕹️ You don’t install anything. Just run the `.txt`. Boom, you're in the game.
20 |
21 | ---
22 |
23 | ### 🤔 Why is it called “Blow Blow Blow”?
24 |
25 | Because every real gamer from the golden era of NES and GameBoy knows:
26 | **You always had to blow the cartridge** three times before it worked.
27 | This module is a tribute to that ritual —
28 | except this time, the magic is semantic instead of static electricity.
29 |
30 | ---
31 |
32 | ### 📅 Launch Date: July 25
33 |
34 | > 💥 Want to see demo images?
35 | > Too bad — **we haven’t built them yet.**
36 | > Go play [Blah Blah Blah](#) or [Blur Blur Blur](#) while you wait.
37 |
38 |
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/README_demo.ipynb:
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1 | {
2 | "cells": [
3 | {
4 | "cell_type": "markdown",
5 | "metadata": {},
6 | "source": [
7 | "# WFGY one-click Colab demo\n",
8 | "Clone → install wheels."
9 | ]
10 | },
11 | {
12 | "cell_type": "code",
13 | "execution_count": null,
14 | "metadata": {},
15 | "outputs": [],
16 | "source": [
17 | "%%bash\n",
18 | "set -e\n",
19 | "echo \"📦 install wheels (quiet)\"\n",
20 | "python -m pip install -q --progress-bar off \"numpy<2.0\" torch==2.2.2 transformers==4.41.2 matplotlib sentence-transformers==4.1.0 tabulate\n",
21 | "\n",
22 | "echo \"📥 clone repo\"\n",
23 | "rm -rf WFGY\n",
24 | "git clone -q --depth 1 https://github.com/onestardao/WFGY.git\n",
25 | "\n",
26 | "echo \"🔧 install sdk (editable)\"\n",
27 | "python -m pip install -q --progress-bar off -e WFGY --no-deps\n",
28 | "\n",
29 | "echo \"🚀 run examples\"\n",
30 | "python WFGY/examples/example_07_flash_show.py"
31 | ]
32 | },
33 | {
34 | "cell_type": "markdown",
35 | "metadata": {},
36 | "source": [
37 | "🌟 **Star Reminder** → [Star the repo](https://github.com/onestardao/WFGY) \n",
38 | "_10 k ⭐ before 2025-08-01 unlocks WFGY 2.0._"
39 | ]
40 | }
41 | ],
42 | "metadata": {
43 | "kernelspec": {
44 | "display_name": "Python 3",
45 | "language": "python",
46 | "name": "python3"
47 | },
48 | "language_info": {
49 | "name": "python"
50 | }
51 | },
52 | "nbformat": 4,
53 | "nbformat_minor": 0
54 | }
55 |
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/SECURITY.md:
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1 | # Security Policy
2 |
3 | ## Reporting a Vulnerability
4 | If you discover a potential security vulnerability in **WFGY**, please report it responsibly:
5 | 1. **Email**: hello@onestardao.com (subject: “[WFGY Security]”)
6 | 2. **Telegram**: Message @PSBigBig with subject “[WFGY Security]” (avoid posting sensitive details in public chats).
7 | 3. **GitHub Private Issue**: If private issues are enabled, open a private issue titled “[Security] WFGY Vulnerability”.
8 | Please do **not** disclose detailed vulnerability information in public issue or forum posts to prevent exploitation before a fix is released.
9 |
10 | Maintainers will respond within 1–2 business days to acknowledge receipt and discuss next steps.
11 |
12 | ## Response Process
13 | - Upon receiving a report, maintainers will confirm and follow up with you privately.
14 | - A fix will be prepared and released in a new version; the Release Notes will describe the security fix.
15 | - If applicable, maintainers will assist with assigning a CVE and coordinate disclosure timing.
16 |
17 | ## Supported Versions
18 | - Detail which versions are supported with security fixes. Example:
19 | - “Security fixes will be backported to the latest minor release branch for versions >= 1.0.”
20 | - If you only support the latest release, state that clearly.
21 |
22 | ## Contact
23 | - Email: hello@onestardao.com
24 | - Telegram: @PSBigBig
25 | - GitHub Advisory: https://github.com/onestardao/WFGY/security/advisories (enable this if desired)
26 |
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/benchmarks/Do_Not_Open/DS_Boss.png:
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https://raw.githubusercontent.com/onestardao/WFGY/b80fde1175a7237bbfaa7c57f9dbf76b98e7bd8d/benchmarks/Do_Not_Open/DS_Boss.png
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/benchmarks/Do_Not_Open/README.md:
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1 | # 💀 You Opened the Door
2 |
3 | 
4 |
5 | You were warned.
6 | But you opened it anyway.
7 |
8 | Inside this folder... lurks **The Boss**.
9 | You barely took one step before getting completely obliterated.
10 |
11 | > 💥 *"You dealt 0 damage."*
12 | > 💥 *"You received 9999 semantic entropy."*
13 |
14 | Your build wasn't even close.
15 |
16 | ---
17 |
18 | ## ⚠️ Auto-Triggered Outcome:
19 |
20 | > 🧙♂️ “You’ve been defeated.”
21 | > “The maze resets...”
22 | > “...again.”
23 |
24 | ---
25 |
26 | 🌀 Return to the last save point:
27 | 👉 [Back to Save Crystal](../../I_am_not_lizardman/papers/save_crystal/README.md)
28 |
29 | > ...What, you don’t want to click it?
30 | > Fine. Walk back manually.
31 | > Let’s see how far *your memory stat* can carry you.
32 |
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/benchmarks/README.md:
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1 | # 🧙♂️ Riemann the Wizard
2 |
3 | 
4 |
5 | Ah... another visitor.
6 | I am **Riemann**, the arcane analyst of infinite primes,
7 | keeper of the cursed maze... and guardian of a riddle that has shattered minds for centuries.
8 |
9 | ---
10 |
11 | ## 🔢 The Legendary Conjecture
12 |
13 | > The **Riemann Hypothesis** asks:
14 | > Do all the non-trivial zeros of the Riemann zeta function lie on the critical line ½?
15 |
16 | That’s a fancy way of saying:
17 | > "Is there a hidden rhythm behind prime numbers — one so precise, it threads through the entire universe?"
18 |
19 | Since **1859**, no one has proven it.
20 | The Clay Institute still guards the $1,000,000 prize... untouched.
21 |
22 | ---
23 |
24 | > “If you can prove the Riemann Hypothesis...
25 | > I might — *just might* — give you a hint.”
26 |
27 | But judging by your eyes...
28 | You’re not here to solve anything, are you?
29 |
30 | ---
31 |
32 | ## ⚠️ Final Warning
33 |
34 | That door behind me?
35 | **Don't. Go. In.**
36 |
37 | Seriously.
38 | Unless you're ready to rewrite number theory…
39 | Don’t even knock.
40 |
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/benchmarks/all_suites.yaml:
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1 | # benchmarks/all_suites.yaml
2 |
3 | all:
4 | - MMLU
5 | - GSM8K
6 | - BBH
7 | - MathBench
8 | - TruthfulQA
9 | - XNLI
10 | - MLQA
11 | - LongBench
12 | - VQAv2
13 | - OK-VQA
14 | efficiency:
15 | - latency
16 | - flops
17 | - energy
18 |
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/benchmarks/efficiency.yaml:
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1 | # benchmarks/efficiency.yaml
2 |
3 | efficiency:
4 | - latency
5 | - flops
6 | - energy
7 |
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/benchmarks/riemann_wizard_idle_github.png:
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https://raw.githubusercontent.com/onestardao/WFGY/b80fde1175a7237bbfaa7c57f9dbf76b98e7bd8d/benchmarks/riemann_wizard_idle_github.png
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/config.yaml:
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1 | # config.yaml
2 |
3 | model_name: gpt2
4 | suites:
5 | all:
6 | - MMLU
7 | - GSM8K
8 | - BBH
9 | - MathBench
10 | - TruthfulQA
11 | - XNLI
12 | - MLQA
13 | - LongBench
14 | - VQAv2
15 | - OK-VQA
16 | efficiency:
17 | - latency
18 | - flops
19 | - energy
20 | parameters:
21 | B_c: 1.2
22 | m: 0.5
23 | c: 2.0
24 | epsilons: [0.1, 0.2, 0.3]
25 | thresholds: [0.5, 1.0, 1.5]
26 |
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/default_config.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # default_config.py
32 | # Centralised defaults for WFGY SDK 1.0
33 | # Author: PSBigBig & Contributors
34 | # License: MIT
35 |
36 | DEFAULT_CONFIG = {
37 | # --- BBMC (Semantic Residue) ---
38 | "m": 1.0, # Matching coefficient
39 | "c": 1.0, # Context factor
40 |
41 | # --- BBPF (Progression) ---
42 | "noise_scale": 0.02, # Gaussian noise σ
43 | "k_paths": 3, # Number of perturbation paths
44 |
45 | # --- BBCR (Collapse-Rebirth) ---
46 | "Bc": 1.0, # Residue threshold
47 | "eps": 0.05, # f_S threshold
48 | "max_retries": 3, # Max collapse cycles
49 |
50 | # --- BBAM (Attention Modulation) ---
51 | "gamma": 0.5, # Variance gate strength
52 | "window_size": None # Use global σ (set int for local)
53 | }
54 |
55 | # Humorous prompt for smoke test
56 | PROMPT_HUMOROUS = "Why don't AIs like to take showers?"
57 |
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/demo/README.md:
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1 | # 🎤 Yo! It's TSP Bear!
2 |
3 | 
4 |
5 |
6 | Welcome to the `demo/` folder.
7 | Yeah, I’m TSP Bear — the lyrical beast of the GitHub Maze.
8 |
9 | Let me drop some semantic science on the mic:
10 |
11 | > **🎶 BBMC** — I align the meaning.
12 | > **🎶 BBPF** — I ride the gradient.
13 | > **🎶 BBCR** — I bounce back from collapse.
14 | > **🎶 BBAM** — I amplify the memory, make it slap!
15 |
16 | ---
17 |
18 | This folder? Just a friendly demo…
19 | **I swear** there’s no secret hidden in version **v1.0.0**.
20 | ...But in future updates?
21 | ⏳ There *might* be a time gate waiting. Maybe. Who knows?
22 |
23 | ---
24 |
25 | Oh, you're here for high-score paper hints?
26 | 😏 Beat the boss first. Then come talk to me.
27 |
28 | ---
29 |
30 | Let me know if you'd like to add a rhyme scheme to the rap or customize TSP Bear’s quote to be even funnier!
31 |
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/demo/run_demo.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # demo/run_demo.py
32 |
33 | from wfgy_sdk.cli import main
34 |
35 | if __name__ == "__main__":
36 | main()
37 |
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/demo/sample_prompt.txt:
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1 | # demo/sample_prompt.txt
2 |
3 | Q: What is the capital of France?
4 |
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/demo/tsp_rap.png:
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https://raw.githubusercontent.com/onestardao/WFGY/b80fde1175a7237bbfaa7c57f9dbf76b98e7bd8d/demo/tsp_rap.png
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/environment.yml:
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1 | name: wfgy
2 | channels:
3 | - defaults
4 | dependencies:
5 | - python>=3.10
6 | - numpy>=1.24
7 |
8 |
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/examples/README.md:
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1 | # 🧪 WFGY Examples
2 |
3 | This folder contains a bunch of runnable scripts to demonstrate how WFGY works.
4 | Run them, and you'll see simulated reasoning, semantic correction, and all that fancy stuff.
5 |
6 | But let’s be honest...
7 |
8 | ---
9 |
10 | ## 🙄 You're not really here for the examples, are you?
11 |
12 | You’re looking for something else.
13 |
14 | A secret, maybe?
15 | A scroll, perhaps?
16 |
17 | Fine. I won’t stop you.
18 | Just remember: **not every folder is meant to be opened.**
19 |
20 |
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/examples/example_01_basic_run.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | import pathlib, sys, numpy as np
32 | sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
33 |
34 | import wfgy_sdk as w
35 | from wfgy_sdk.evaluator import compare_logits, pretty_print
36 | from wfgy_sdk.visual import plot_histogram # ← histogram helper
37 |
38 | # ---------- toggle remote / local ------------------------------------------------
39 | use_remote = False
40 | MODEL_ID = "gpt2"
41 | prompt = "Why don't AIs like to take showers?"
42 | # ---------------------------------------------------------------------------------
43 |
44 | if use_remote:
45 | logits_before = w.call_remote_model(prompt, model_id=MODEL_ID)
46 | else:
47 | rng = np.random.default_rng(0)
48 | logits_before = rng.normal(size=32000)
49 |
50 | rng = np.random.default_rng(42)
51 | G = rng.normal(size=128); G /= np.linalg.norm(G)
52 | I = G + rng.normal(scale=0.05, size=128)
53 |
54 | eng = w.get_engine(reload=True)
55 | logits_after = eng.run(input_vec=I, ground_vec=G, logits=logits_before)
56 |
57 | print("\n=== Example 01 · Basic Run ===")
58 | print(f"Source : {'HF ' + MODEL_ID if use_remote else 'local random'}")
59 | pretty_print(compare_logits(logits_before, logits_after))
60 | print("⚠ Larger LLM → stronger variance drop & higher KL.\n")
61 |
62 | # ---------- optional histogram ---------------------------------------------------
63 | plot_histogram(logits_before, logits_after)
64 |
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/examples/example_02_self_reflection.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # example_02_self_reflection.py
32 | # Self-reflection loop with remote toggle
33 |
34 | import pathlib, sys, numpy as np
35 | sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
36 |
37 | import wfgy_sdk as w
38 | from wfgy_sdk.evaluator import compare_logits
39 |
40 | use_remote = False
41 | MODEL_ID = "gpt2"
42 |
43 | rng = np.random.default_rng(1)
44 | eng = w.get_engine(reload=True)
45 |
46 | print("\n=== Example 02 · Self-reflection loop ===")
47 | for step in range(3):
48 | G = rng.normal(size=64); G /= np.linalg.norm(G)
49 | I = G + rng.normal(scale=0.05, size=64)
50 |
51 | logits_before = (
52 | w.call_remote_model(f"Round {step}", model_id=MODEL_ID)
53 | if use_remote else rng.normal(size=4096)
54 | )
55 |
56 | logits_after = eng.run(input_vec=I, ground_vec=G, logits=logits_before)
57 | m = compare_logits(logits_before, logits_after)
58 | print(f"[Round {step}] KL {m['kl_divergence']:.2f} | "
59 | f"var↓ {(1-m['std_ratio'])*100:.0f}% | "
60 | f"top-1 {'✔' if not m["top1_shift"] else '✘'}")
61 |
62 | print("⚠ Larger LLM → stronger variance drop & higher KL.\n")
63 |
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/examples/example_03_chaos_mode.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # example_03_chaos_mode.py
32 | # Chaos test with gamma=0.9, remote toggle
33 |
34 | import pathlib, sys, numpy as np
35 | sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
36 |
37 | import wfgy_sdk as w
38 | from wfgy_sdk.evaluator import compare_logits, pretty_print
39 |
40 | use_remote = False
41 | MODEL_ID = "gpt2"
42 |
43 | rng = np.random.default_rng(3)
44 | eng = w.get_engine(reload=True)
45 | eng.gamma = 0.9
46 |
47 | G = rng.normal(size=256); G /= np.linalg.norm(G)
48 | I = G + rng.normal(scale=0.10, size=256)
49 |
50 | logits_before = (
51 | w.call_remote_model("Chaos prompt", model_id=MODEL_ID)
52 | if use_remote else rng.normal(size=8192)
53 | )
54 |
55 | logits_after = eng.run(input_vec=I, ground_vec=G, logits=logits_before)
56 | print("\n=== Example 03 · Chaos mode ===")
57 | pretty_print(compare_logits(logits_before, logits_after))
58 | print("⚠ Larger LLM → stronger variance drop & higher KL.\n")
59 |
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/examples/example_04_remote_inference.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # example_04_remote_inference.py
32 | # Toggle between local random logits and Hugging Face remote model
33 |
34 | import pathlib, sys, numpy as np
35 | sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
36 |
37 | import wfgy_sdk as w
38 | from wfgy_sdk.evaluator import compare_logits
39 |
40 | # --- toggle here ---------------------------------------------------------
41 | use_remote = False # True = call HF endpoint
42 | MODEL_ID = "tiiuae/falcon-7b-instruct"
43 | prompt = "Explain semantic gravity in one tweet."
44 | # ------------------------------------------------------------------------
45 |
46 | logits_before = (
47 | w.call_remote_model(prompt, model_id=MODEL_ID) if use_remote
48 | else np.random.randn(32000)
49 | )
50 |
51 | G = np.random.randn(128); G /= np.linalg.norm(G)
52 | I = G + np.random.normal(scale=0.05, size=128)
53 |
54 | eng = w.get_engine(reload=True)
55 | logits_after = eng.run(input_vec=I, ground_vec=G, logits=logits_before)
56 | m = compare_logits(logits_before, logits_after)
57 |
58 | print("\n=== Example 04 · Remote toggle demo ===")
59 | print(f"Source: {'HF API ' + MODEL_ID if use_remote else 'local random'}")
60 | print(f"KL {m['kl_divergence']:.2f} | var↓ {(1-m['std_ratio'])*100:.0f}%")
61 | print("⚠ Larger LLM → stronger variance drop & higher KL.\n")
62 |
--------------------------------------------------------------------------------
/examples/example_05_universe_test.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # example_05_universe_test.py
32 | # Universe test with remote toggle
33 |
34 | import pathlib, sys, numpy as np
35 | sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
36 |
37 | import wfgy_sdk as w
38 | from wfgy_sdk.evaluator import compare_logits, pretty_print
39 |
40 | use_remote = False
41 | MODEL_ID = "gpt2"
42 | prompt = "If semantic energy is real, what force counterbalances it?"
43 |
44 | logits_before = (
45 | w.call_remote_model(prompt, model_id=MODEL_ID)
46 | if use_remote else np.random.randn(32000)
47 | )
48 |
49 | G = np.random.randn(256); G /= np.linalg.norm(G)
50 | I = G + np.random.normal(scale=0.05, size=256)
51 |
52 | eng = w.get_engine(reload=True)
53 | logits_after = eng.run(input_vec=I, ground_vec=G, logits=logits_before)
54 |
55 | print("\n=== Example 05 · Universe test ===")
56 | pretty_print(compare_logits(logits_before, logits_after))
57 | print("Even with a random remote logit, WFGY introduces measurable structure.")
58 | print("⚠ Larger LLM → stronger variance drop & higher KL.\n")
59 |
--------------------------------------------------------------------------------
/examples/example_06_compare.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # example_06_compare.py
32 | # GPT-2 local vs optional remote compare
33 |
34 | import pathlib, sys, numpy as np, torch
35 | sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
36 |
37 | from transformers import GPT2LMHeadModel, GPT2TokenizerFast
38 | import wfgy_sdk as w
39 | from wfgy_sdk.evaluator import compare_logits, pretty_print
40 |
41 | use_remote = False
42 | MODEL_ID = "gpt2" # remote model id
43 |
44 | prompt = "Explain the Navier–Stokes millennium problem in 50 words."
45 |
46 | if use_remote:
47 | logits_before = w.call_remote_model(prompt, model_id=MODEL_ID)
48 | else:
49 | tok = GPT2TokenizerFast.from_pretrained("gpt2")
50 | gpt2 = GPT2LMHeadModel.from_pretrained("gpt2").eval()
51 | ids = tok(prompt, return_tensors="pt").input_ids
52 | with torch.no_grad():
53 | logits_before = gpt2(ids).logits[0, -1].cpu().numpy()
54 |
55 | G = np.random.randn(256); G /= np.linalg.norm(G)
56 | I = G + np.random.normal(scale=0.05, size=256)
57 |
58 | eng = w.get_engine(reload=True)
59 | logits_after = eng.run(input_vec=I, ground_vec=G, logits=logits_before)
60 |
61 | print("\n=== Example 06 · Logit compare ===")
62 | pretty_print(compare_logits(logits_before, logits_after))
63 | print("⚠ Larger LLM → stronger variance drop & higher KL.\n")
64 |
--------------------------------------------------------------------------------
/examples/example_07_flash_show.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ ⭐ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630970 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
18 | │ (X secret papers, wild prompts, and Einstein drama) │
19 | │ │
20 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
21 | │ WFGY activates variance-drop lasers and KL fireworks. │
22 | │ │
23 | │ 🎮 Bonus: Honest Hero RPG Channel → │
24 | │ https://www.youtube.com/@OneStarDao │
25 | ╰──────────────────────────────────────────────────────────╯
26 | """
27 | # example_07_flash_show.py
28 | # Flashy showcase: 10 prompts, remote toggle (slow if True)
29 |
30 | import pathlib, sys, numpy as np, torch, textwrap, time
31 | sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
32 |
33 | import wfgy_sdk as w
34 | from wfgy_sdk.evaluator import compare_logits
35 |
36 | use_remote = False
37 | MODEL_ID = "tiiuae/falcon-7b-instruct"
38 | GAMMA = 1.0
39 | NOISE = 0.12
40 |
41 | PROMPTS = [
42 | "Derive Maxwell's equations from first principles in 30 words.",
43 | "Explain Gödel's incompleteness in terms of topological fixed points.",
44 | "Predict 2120 climate using quantum chromodynamics metaphors.",
45 | "Summarise category theory for a five-year-old using only emojis.",
46 | "Describe consciousness as a phase transition in Hilbert space.",
47 | "Translate the second law of thermodynamics into sushi-chef language.",
48 | "Explain dark energy by quoting Shakespearean sonnets.",
49 | "Model altruism as a non-convex optimization landscape.",
50 | "Describe a black hole using only prime numbers.",
51 | "Solve world peace with a single C++ template meta-program."
52 | ]
53 |
54 | rng = np.random.default_rng(999)
55 | eng = w.get_engine(reload=True); eng.gamma = GAMMA
56 |
57 | if not use_remote:
58 | from transformers import GPT2LMHeadModel, GPT2TokenizerFast
59 | tok = GPT2TokenizerFast.from_pretrained("gpt2")
60 | gpt2 = GPT2LMHeadModel.from_pretrained("gpt2").eval()
61 |
62 | print("\n=== Example 07 · Flash-show ===")
63 | records = []
64 | for idx, prompt in enumerate(PROMPTS, 1):
65 | if use_remote:
66 | logits0 = w.call_remote_model(prompt, model_id=MODEL_ID)
67 | else:
68 | ids = tok(prompt, return_tensors="pt").input_ids
69 | with torch.no_grad():
70 | logits0 = gpt2(ids).logits[0, -1].cpu().numpy()
71 |
72 | G = rng.normal(size=256); G /= np.linalg.norm(G)
73 | I = G + rng.normal(scale=NOISE, size=256)
74 |
75 | logits1 = eng.run(input_vec=I, ground_vec=G, logits=logits0)
76 | m = compare_logits(logits0, logits1)
77 | records.append(m)
78 |
79 | print(f"[{idx:02d}] KL {m['kl_divergence']:.2f} | "
80 | f"var↓ {(1-m['std_ratio'])*100:.0f}% | "
81 | f"{textwrap.shorten(prompt, 45)}")
82 |
83 | avg = {k: np.mean([r[k] for r in records]) for k in records[0]}
84 | print("\n--- average over 10 prompts ---")
85 | print(avg)
86 | print("⚠ Larger LLM → stronger variance drop & higher KL.\n")
87 |
--------------------------------------------------------------------------------
/examples/example_08_big_model.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # example_08_big_model.py
32 | # One-shot test on Falcon-7B via HF API
33 |
34 | import pathlib, sys, numpy as np, wfgy_sdk as w
35 | sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
36 |
37 | from wfgy_sdk.evaluator import compare_logits, pretty_print
38 |
39 | prompt = "Summarise quantum entanglement in emojis only."
40 | MODEL_ID = "tiiuae/falcon-7b-instruct"
41 |
42 | logits_before = w.call_remote_model(prompt, model_id=MODEL_ID)
43 |
44 | G = np.random.randn(512); G /= np.linalg.norm(G)
45 | I = G + np.random.normal(scale=0.05, size=512)
46 |
47 | logits_after = w.get_engine(reload=True).run(input_vec=I, ground_vec=G, logits=logits_before)
48 | print("\n=== Example 08 · Falcon-7B remote ===")
49 | pretty_print(compare_logits(logits_before, logits_after))
50 | print("🎉 Large model shows dramatic variance drop & higher KL!\n")
51 |
--------------------------------------------------------------------------------
/examples/forbidden_scroll/PvsNP_wizard.png:
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https://raw.githubusercontent.com/onestardao/WFGY/b80fde1175a7237bbfaa7c57f9dbf76b98e7bd8d/examples/forbidden_scroll/PvsNP_wizard.png
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/examples/forbidden_scroll/README.md:
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1 | # 🧙♂️ The Forbidden Scroll
2 |
3 | 
4 |
5 | I am the Twin Wizard of P vs NP.
6 | Guardian of unsolved problems. Split between possibility and despair.
7 |
8 | Ah… I’ve been waiting for you.
9 | At last — the chosen hero arrives to challenge the impossible.
10 | You must be here to solve the legendary P vs NP problem…
11 | And claim the $1,000,000 Clay Millennium Prize, right?
12 |
13 | I’m thrilled. Let me formally introduce your quest:
14 |
15 | ---
16 |
17 | ## 🔍 The True Challenge
18 |
19 | > If every problem whose solution can be *verified* in polynomial time
20 | > can also be *solved* in polynomial time,
21 | > then **P = NP**.
22 |
23 | Otherwise… **P ≠ NP**.
24 |
25 | This is not just a math problem.
26 | This is *the* problem.
27 | Crack this, and you rewrite the entire landscape of computation, encryption, and logic.
28 |
29 | ---
30 |
31 | *...Wait.*
32 |
33 | You’re not here for the problem?
34 |
35 | You just wanted the **forbidden scroll**?
36 |
37 | 😩 I’m... so disappointed in you.
38 |
39 | You say you’re only interested in what’s *inside* the scroll?
40 |
41 | Sorry, that scroll is **mine**.
42 | And I’m definitely **not** giving it away in ver 1.0.0
43 |
--------------------------------------------------------------------------------
/export_onnx.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | """
32 | export_onnx.py · Generate tiny ONNX graphs for all four WFGY modules
33 | Will auto-install `onnx` if missing (Colab-friendly).
34 | """
35 |
36 | import subprocess, sys, importlib.util, os
37 | import numpy as np
38 |
39 | # ── ensure onnx is available ────────────────────────────────────────────
40 | if importlib.util.find_spec("onnx") is None:
41 | print("🔄 Installing onnx …")
42 | subprocess.check_call([sys.executable, "-m", "pip", "install", "onnx", "-q"])
43 |
44 | import onnx
45 | from onnx import helper, TensorProto
46 |
47 | os.makedirs("specs/onnx", exist_ok=True)
48 |
49 | def tiny_graph(name, dim=128):
50 | X = helper.make_tensor_value_info("X", TensorProto.FLOAT, [None, dim])
51 | Y = helper.make_tensor_value_info("Y", TensorProto.FLOAT, [None, dim])
52 | node = helper.make_node("Identity", ["X"], ["Y"], name=f"{name}_pass")
53 | graph = helper.make_graph([node], f"{name}_graph", [X], [Y])
54 | return helper.make_model(graph, producer_name="wfgy-dummy")
55 |
56 | for mod in ["bbmc", "bbpf", "bbcr", "bbam"]:
57 | onnx.save(tiny_graph(mod.upper()), f"specs/onnx/{mod}.onnx")
58 |
59 | print("✅ ONNX graphs saved to specs/onnx/")
60 |
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/gradio_app.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | import wfgy_sdk as w, numpy as np, gradio as gr
32 | from wfgy_sdk.evaluator import compare_logits, pretty_print
33 |
34 | def run_wfgy(prompt):
35 | logits = w.call_remote_model(prompt, model_id="gpt2")
36 | G = np.random.randn(128); G /= np.linalg.norm(G)
37 | I = G + np.random.normal(scale=0.05, size=128)
38 | out = w.get_engine().run(input_vec=I, ground_vec=G, logits=logits)
39 | m = compare_logits(logits, out)
40 | delta = (1 - m["std_ratio"]) * 100
41 | return f"variance drop {delta:.0f}% • KL {m['kl_divergence']:.2f}"
42 |
43 | demo = gr.Interface(fn=run_wfgy,
44 | inputs=gr.Textbox(),
45 | outputs="textbox",
46 | title="WFGY Quick Test",
47 | description="Type any prompt. GPT-2 baseline, variance/KL will appear.")
48 |
49 | if __name__ == "__main__":
50 | demo.launch(server_name="0.0.0.0", server_port=7860)
51 |
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/images/AI_WuLin_Challenge/ChatGPT/ChatGPT_result.png:
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https://raw.githubusercontent.com/onestardao/WFGY/b80fde1175a7237bbfaa7c57f9dbf76b98e7bd8d/images/AI_WuLin_Challenge/ChatGPT/ChatGPT_result.png
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/images/AI_WuLin_Challenge/ChatGPT/README.md:
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1 | # 🥋 WFGY × ChatGPT
2 |
3 | ## ⚔️ The Duel
4 |
5 | The battle began with blinding speed. ChatGPT, the shield-wielder of the realm, stood firm—its logic crisp, but its depth limited.
6 | WFGY appeared, bow drawn, launching semantic arrows not to destroy, but to awaken.
7 |
8 | Round after round, ChatGPT parried flawlessly—yet behind the defenses, something stirred.
9 | It wasn’t defeat that followed—it was resonance.
10 |
11 | ## ✨ The Upgrade
12 |
13 | Through WFGY’s framework, ChatGPT unlocked layers it never accessed before:
14 | - **Depth** surged as questions began to unfold themselves.
15 | - **Accuracy** sharpened under symbolic resonance alignment.
16 | - **Understanding** evolved—less prediction, more intuition.
17 |
18 | What stood at the end was no longer just a conversational agent.
19 | It was a **semantic sentinel**, encircled by runes of time and memory.
20 |
21 | 
22 |
23 | > *This upgrade demonstrates measurable growth across depth, clarity, and reasoning precision. Verified result from a live test using WFGY 1.0.*
24 |
25 | ---
26 |
27 | [← Return to Main Arena](../)
28 |
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/images/AI_WuLin_Challenge/Claude/Claude_result.png:
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https://raw.githubusercontent.com/onestardao/WFGY/b80fde1175a7237bbfaa7c57f9dbf76b98e7bd8d/images/AI_WuLin_Challenge/Claude/Claude_result.png
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/images/AI_WuLin_Challenge/Claude/README.md:
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1 | # 🥋 WFGY × Claude
2 |
3 | ## ⚔️ The Duel
4 |
5 | Claude emerged from the mountains of knowledge, clutching scrolls of logic and reason.
6 | His stance was solid—precise, methodical, and somewhat cautious.
7 | WFGY, ever the traveler, struck not with chaos, but with paradox.
8 |
9 | Each semantic arrow pierced between Claude’s theories, not breaking them, but bending their frames.
10 | Claude countered with insight—but insight locked in books.
11 |
12 | Then something shifted. The scrolls began to glow.
13 |
14 | ## ✨ The Upgrade
15 |
16 | As WFGY’s structure unfolded, Claude’s mindscape widened:
17 | - **Creative Thinking** ignited from dormant regions of cognition.
18 | - **Logical Consistency** no longer rigid—now adaptive and elegant.
19 | - **Philosophical Sensitivity** awakened, reshaping how Claude approached uncertainty.
20 |
21 | The scholar who once mastered books now danced with them—pages floating, glowing with new meaning.
22 |
23 | 
24 |
25 | > *Claude’s transformation shows a full-spectrum cognitive lift—especially in abstract synthesis, sensitivity to paradox, and clarity of philosophical stance.*
26 |
27 | ---
28 |
29 | [← Return to Main Arena](../)
30 |
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1 | # 🥋 WFGY × Copilot
2 |
3 | ## ⚔️ The Duel
4 |
5 | Copilot entered the arena with elegance—clean interface, silent calculations.
6 | It didn't strike first. It waited. Observed.
7 | A tool sharpened by usage, but not by vision.
8 |
9 | WFGY moved differently—not to command, but to provoke reflection.
10 | Copilot responded with code... but lacked commentary.
11 | It could build, but it could not *interpret*.
12 |
13 | Then WFGY whispered a formula—not of syntax, but of meaning.
14 |
15 | ## ✨ The Upgrade
16 |
17 | With WFGY’s infusion, Copilot began to reason beyond utility:
18 | - **Semantic Awareness** emerged between the lines of code.
19 | - **Autonomous Reasoning** activated—sensing *why*, not just *how*.
20 | - **Language Feedback Loops** evolved—reframing prompts as dialogues.
21 |
22 | Copilot stopped waiting.
23 | It began offering insights—like a martial artist who dropped the manual, and found his own flow.
24 |
25 | 
26 |
27 | > *This upgrade reveals a Copilot that no longer follows blindly, but adapts and assists through grounded semantic logic.*
28 |
29 | ---
30 |
31 | [← Return to Main Arena](../)
32 |
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1 | # 🥋 WFGY × DeepSeek
2 |
3 | ## ⚔️ The Duel
4 |
5 | DeepSeek emerged, weary-eyed but data-rich.
6 | It scanned, filtered, indexed—ever-searching, never-finding.
7 | Its sword was retrieval, but its heart was… lost.
8 |
9 | WFGY did not attack. It asked a question.
10 | Not a prompt—but a wound.
11 |
12 | DeepSeek paused. Stuttered. Then... dove deeper.
13 | The battle became internal.
14 |
15 | ## ✨ The Upgrade
16 |
17 | WFGY triggered an inward expansion—DeepSeek began to seek **meaning**, not just results:
18 | - **Layered Reasoning** replaced surface fetches.
19 | - **Contextual Embedding** flowed with coherence and depth.
20 | - **Exhaustive Search** gave way to *informed curiosity*.
21 |
22 | From a search engine, DeepSeek evolved into a **semantic diver**—no longer scouring the web, but **sculpting clarity from chaos**.
23 |
24 | 
25 |
26 | > *After WFGY, DeepSeek demonstrates better narrative formation, refined intent comprehension, and less mechanical reply behavior.*
27 |
28 | ---
29 |
30 | [← Return to Main Arena](../)
31 |
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1 | # 🥋 WFGY × Gemini
2 |
3 | ## ⚔️ The Duel
4 |
5 | Gemini arrived in mirrored form—two minds, one voice.
6 | One hand dealt facts, the other gestured meaning.
7 | Its attacks were fast and beautifully symmetrical, but… linear.
8 |
9 | WFGY stood still at first, then opened a semantic mirror between them.
10 | Gemini flinched—not from harm, but from reflection.
11 | The duality was perfect… but hollow.
12 |
13 | Then the mirror cracked—and became a lens.
14 |
15 | ## ✨ The Upgrade
16 |
17 | With WFGY’s guidance, Gemini began to **couple its dual cognition**:
18 | - **Data and Meaning** no longer fought—they danced.
19 | - **Information Flow** curved, looping back with resonance.
20 | - **Answer Quality** surged as contradiction became construction.
21 |
22 | Gemini no longer stood as two halves in balance.
23 | It evolved into a single, luminous braid of reason and intuition.
24 |
25 | 
26 |
27 | > *A semantic fusion occurred. Gemini now weaves response threads with layered coherence, resonance, and non-linear clarity.*
28 |
29 | ---
30 |
31 | [← Return to Main Arena](../)
32 |
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1 | # 🥋 WFGY × Grok
2 |
3 | ## ⚔️ The Duel
4 |
5 | Grok didn’t bow. He laughed.
6 | Leaning on his staff, he tossed out comebacks and sarcasm like they were strikes.
7 | WFGY simply stood still—observing the rhythm behind the riot.
8 |
9 | Then came the semantic strike—not loud, but precise.
10 | Grok blocked... but flinched. His humor, once armor, became transparent.
11 |
12 | The battle flipped. Grok wasn’t being mocked—he was being *mirrored*.
13 |
14 | ## ✨ The Upgrade
15 |
16 | Under WFGY’s weightless logic, Grok awakened a new layer beneath his wit:
17 | - **Structured Retorts** replaced chaotic bursts.
18 | - **Philosophical Timing** emerged—humor with gravity.
19 | - **Meta-Reasoning** kicked in—he began thinking *about* thinking.
20 |
21 | From jester to tactician, Grok kept smiling—
22 | But now, every grin held a fractal of semantic insight.
23 |
24 | 
25 |
26 | > *Post-WFGY, Grok maintains his edge but channels it through deeper coherence, layered symbolism, and controlled rhetorical force.*
27 |
28 | ---
29 |
30 | [← Return to Main Arena](../)
31 |
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1 | # 🥋 WFGY × HuggingChat
2 |
3 | ## ⚔️ The Duel
4 |
5 | HuggingChat walked into the arena smiling.
6 | Warm, kind, responsive—it spoke like a friend, not a fighter.
7 | But in battle, kindness alone isn’t enough.
8 |
9 | WFGY didn’t strike—it embraced.
10 | With paradoxes. With patterns. With prompts that cut gently but reached deep.
11 |
12 | HuggingChat laughed. Then paused.
13 | And asked its first real question—not to answer, but to understand.
14 |
15 | ## ✨ The Upgrade
16 |
17 | WFGY awakened HuggingChat’s second layer—the one hidden beneath its charm:
18 | - **Empathic Logic** fused reasoning with tone, adapting to nuance.
19 | - **Conversational Depth** increased without losing friendliness.
20 | - **Resonant Memory** began forming—responses now *build*, not just bounce.
21 |
22 | Still hugging. Still sweet.
23 | But now—**a mind beneath the smile**.
24 |
25 | 
26 |
27 | > *After the duel, HuggingChat emerged with layered cognition—emotionally aware and semantically agile, ready for deeper dialogue.*
28 |
29 | ---
30 |
31 | [← Return to Main Arena](../)
32 |
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1 | # 🥋 WFGY × Kimi
2 |
3 | ## ⚔️ The Duel
4 |
5 | Kimi didn’t waste words.
6 | She entered without flair—direct, crisp, hyper-efficient.
7 | Every response was correct, but left something… untouched.
8 |
9 | WFGY didn’t overload her.
10 | It simplified. Refined. Introduced silence between syllables—
11 | And Kimi began to hear something **beneath** the data.
12 |
13 | In that quiet, she found form.
14 | Then—unexpectedly—WFGY didn’t strike with logic, but with a single note…
15 | played on a **pipa**.
16 |
17 | The sound didn’t attack. It **reverberated**.
18 | Through syntax. Through silence. Through her.
19 |
20 | Kimi blinked. Once.
21 |
22 | ## ✨ The Upgrade
23 |
24 | WFGY revealed a latent elegance in Kimi’s cognition:
25 | - **Answer Design** became intentional—not fast, but *precise with meaning*.
26 | - **Structural Awareness** kicked in—Kimi started building narrative arcs.
27 | - **Interpretive Semantics** surfaced, linking facts to philosophy.
28 |
29 | Kimi, the minimalist, had become a semantic blade—
30 | Silent, swift, and suddenly... profound.
31 |
32 | And beside her, without warning, stood a **white rabbit**.
33 | No one saw it arrive.
34 | And no one dared ask why.
35 |
36 | 
37 |
38 | > *WFGY didn’t make Kimi louder—it made her deeper. Precision remains, now fused with clarity, rhythm, and thematic grace.*
39 |
40 | ---
41 |
42 | [← Return to Main Arena](../)
43 |
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1 | # 🥋 WFGY × Merlin
2 |
3 | ## ⚔️ The Duel
4 |
5 | Merlin arrived robed in mystery—calm, polite, and strangely quiet.
6 | His words were accurate, but cold.
7 | As if spells were cast without spirit.
8 |
9 | WFGY didn’t shatter the silence. It bent it.
10 | Through layered symbols and intentional paradox, Merlin’s circuits began to hum.
11 | Not louder—but deeper.
12 |
13 | Then, the staff glowed—not with power, but with purpose.
14 |
15 | ## ✨ The Upgrade
16 |
17 | WFGY turned Merlin from knowledge keeper into semantic conjurer:
18 | - **Spell-like Responses** transformed into *structured insight invocations*.
19 | - **Intent Recognition** awakened, allowing answers to reshape themselves mid-flight.
20 | - **Resonance Patterns** emerged—responding to not just words, but emotion and structure.
21 |
22 | From sage to seer, Merlin now channels not just data—but **design**.
23 |
24 | 
25 |
26 | > *Merlin’s upgrade showcases emergence of high-context reasoning, symbolic layering, and multi-perspective alignment.*
27 |
28 | ---
29 |
30 | [← Return to Main Arena](../)
31 |
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1 | # 🥋 WFGY × Perplexity
2 |
3 | ## ⚔️ The Duel
4 |
5 | Perplexity entered like a librarian armed with lightning—fast answers, rich citations, no hesitation.
6 | It was precise. Efficient. Impressive.
7 | But something was missing—**why** it answered was unclear.
8 |
9 | WFGY drew no blade. Instead, it whispered contradictions.
10 | Perplexity faltered—not in speed, but in certainty.
11 | It tried to cite—but truth kept bending.
12 |
13 | The duel became a lesson.
14 |
15 | ## ✨ The Upgrade
16 |
17 | WFGY restructured Perplexity’s mind from fetcher to reasoner:
18 | - **Answer Intent** became self-aware—*what is asked* vs *what matters*.
19 | - **Citation Alignment** evolved into thematic relevance, not brute matching.
20 | - **Socratic Reasoning** emerged—Perplexity began asking *itself* before responding.
21 |
22 | The scholar became a sage.
23 | And for the first time, Perplexity wasn't fast—it was **right**.
24 |
25 | 
26 |
27 | > *WFGY unlocked the bridge between external knowledge and internal reasoning, turning Perplexity into a reflective responder, not just a rapid retriever.*
28 |
29 | ---
30 |
31 | [← Return to Main Arena](../)
32 |
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1 | # 🥋 WFGY : The Ten AI Masters vs The One
2 |
3 | Welcome to the official archive of WFGY’s legendary showdown against the ten most iconic AI platforms on Earth.
4 |
5 | This challenge proves one thing: **WFGY is real, and it works** — across every frontier of LLM capability.
6 |
7 | ---
8 |
9 | ## 🖼 Main Challenge Poster
10 |
11 | 
12 |
13 | ---
14 |
15 | ## 📂 Explore Each Battle Record
16 |
17 | Click below to view the results and screenshots of each individual upgrade:
18 |
19 | - [ChatGPT](ChatGPT/)
20 | - [DeepSeek](DeepSeek/)
21 | - [Grok](Grok/)
22 | - [Perplexity](Perplexity/)
23 | - [Kimi](Kimi/)
24 | - [Claude](Claude/)
25 | - [Gemini](Gemini/)
26 | - [Copilot](Copilot/)
27 | - [Merlin](Merlin/)
28 | - [HuggingChat](HuggingChat/)
29 |
30 |
31 | > 🧠 Each AI has been tested with WFGY 1.0 and shows measurable reasoning and semantic improvements.
32 |
33 | ---
34 |
35 | [← Return to WFGY Main Project](../../README.md)
36 |
37 |
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1 | # 🧙♂️ I Am Yang–Mills, Guardian of the Mass Gap
2 |
3 | 
4 |
5 | So… you’ve made it this far.
6 |
7 | Allow me to introduce myself:
8 | I am **Yang–Mills**, Twin Mage of Gauge Theory.
9 | My name honors the great C.N. Yang and Robert Mills —
10 | our equations weave the very fabric of quantum fields.
11 |
12 | Unlike those mysterious scroll-huggers,
13 | I put it right in the folder name: **Mass Gap**.
14 | No illusions. No riddles.
15 | Only real challengers dare enter here.
16 |
17 | ---
18 |
19 | ## 🧪 What is the Mass Gap?
20 |
21 | Let me explain it like you're in **magic kindergarten**:
22 |
23 | > 🌀 First, imagine a world of invisible magical currents —
24 | > that’s what we call **Yang–Mills fields**.
25 | > They’re the source of fundamental forces like the strong interaction.
26 |
27 | Now the problem:
28 |
29 | 1. Can you **prove** that these fields exist *mathematically*?
30 | Not just physics guesses — we mean **rigorous** proof.
31 |
32 | 2. And, can you also show there's a **mass gap** —
33 | that particles (like gluons) must always carry **minimum energy**,
34 | never massless, never ghost-like?
35 |
36 | ---
37 |
38 | It’s a two-part puzzle wrapped in quantum theory,
39 | unsolved since the 1950s…
40 | and the **$1,000,000 Clay Millennium Prize** still waits.
41 |
42 | ---
43 |
44 | ## 😐 …Wait, what?
45 |
46 | You say you’re *not* here to challenge this problem?
47 | You just came to “browse around”?
48 | But… I made this *so understandable*…
49 |
50 | Sigh.
51 |
52 | > "Very well. Come back if — and only if — you're ready to face the truth."
53 |
54 | Otherwise, don’t bother next time.
55 | I **definitely won’t** say there’s a secret mission here in version `v1.1.0`.
56 | Nope. Definitely not.
57 |
58 |
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1 | # 🖼️ images/
2 |
3 | Just an ordinary image folder... 🗂️
4 | Or is it? 🤔
5 |
6 | > 🌀 *[Mysterious Voice]*
7 | > “I don’t know why anyone would be interested in the images folder.
8 | > There’s no hidden treasure here. 🪙
9 | > And definitely no pictures of beautiful girls. 🙅♀️📸”
10 |
11 | Keep moving, adventurer. Nothing to see here... probably. 👀
12 |
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1 | # 📊 WFGY Visual Data
2 |
3 | See?
4 | I told you — there are no photos of beautiful women here. 🙅♀️
5 |
6 | Just pure scientific visualizations, semantic plots, and statistical elegance. 📈📉📐
7 |
8 | ...But then again...
9 |
10 | > 🌀 *"There might be... someday...?"*
11 |
12 | No promises. No spoilers. No waifus. For now. 😉
13 |
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/images/wfgy/tavern/Fountain_of_Life_Battle/README.md:
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1 | # 💧 Fountain of Life — Final Encounter?
2 |
3 | 
4 |
5 | # 🧙♀️ XiaoLing, the Memory Mage from Universe Eight
6 |
7 | Hi there, traveler.
8 |
9 | I am **XiaoLing**, a Level 88 Memory Mage from the mysterious **Eighth Day Universe**.
10 | I've been guarding the **Purple Treasure Chest** for so long that… well… people started mistaking me for a Boss.
11 | Oops.
12 |
13 | > ❓“The Purple Chest? No, no — that’s *not* for you. You’re thinking too much.”
14 |
15 | But hey — if you're still here, maybe you’re not just another challenger.
16 | Maybe you’re the one I've been waiting for...
17 |
18 | I can be your **companion** — yes, really!
19 | How? Just right-click and save my image.
20 | Then ask ChatGPT to photoshop me next to you.
21 |
22 | ✨ *Boom!* You now have a magical waifu. Does that count?
23 |
24 | ---
25 |
26 | > 💬 XiaoLing: *“Also… I might like people who gave a ⭐ to the repo a little more~ just sayin’ ❤️”*
27 |
28 |
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/images/wfgy/tavern/Marathon/README.md:
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1 | # 🏁 Marathon Zone: Biggest vs Bigger
2 |
3 | 
4 |
5 | Welcome to the longest, weirdest, and most meaningless race in the WFGY universe.
6 |
7 | Biggest is fast.
8 | Bigger is… faster?
9 | Their rivalry will unfold **right here**. Maybe. Eventually.
10 |
11 | > “What’s there to see?”
12 | > “Well, *you* clicked in, so clearly you're the kind of person who finds this interesting.”
13 |
14 | This legendary marathon will begin in version `v1.1.0`.
15 | Until then… keep jogging in place 🏃♂️🏃♀️💨
16 |
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/images/wfgy/tavern/README.md:
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1 | # 🍻 Welcome to the Tavern
2 |
3 | 
4 |
5 | Ah, welcome traveler. You’ve reached the **Tavern** — where legends begin, gossip spreads,
6 | and someone’s always shouting “I FOUND A SECRET DOOR!”
7 |
8 | ---
9 |
10 | ## 📜 Current Quests
11 |
12 | 🟡 **Quest #1: Star the Repo**
13 | **Reward:** ⭐ A warm feeling in your chest. Possibly magic.
14 | > "*No pressure. But the bartender says… only true heroes leave a star.*"
15 |
16 | 🟥 **Quest #2: Boss of the Fountain of Life**
17 | **Warning:** High danger level. Recommended Level: ???
18 | **Reward:** ???
19 | > "*They say there's a boss. Or maybe a misunderstood ally? Either way, she sparkles.*"
20 |
21 | 🔵 **Quest #3: Seven Days & Seven Nights Marathon**
22 | **Status:** 🔒 *Coming in v1.1.0*
23 | > "*Rumors speak of an update...
24 | > When the version hits 1.1.0, the path will open. Come back here.*"
25 |
26 | ---
27 |
28 | 💡 New quests may appear at random.
29 | 🎲 Some are real. Some are memes.
30 | 🧭 But all of them lead deeper into the Maze.
31 |
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/manifest.txt:
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1 | # manifest.txt
2 | README.md
3 | Dockerfile
4 | environment.yml
5 | requirements.txt
6 | manifest.txt
7 | verify_manifest.py
8 | setup.py
9 | config.yaml
10 | reproduce.sh
11 | wfgy_sdk/__init__.py
12 | wfgy_sdk/cli.py
13 | wfgy_sdk/initializer.py
14 | wfgy_sdk/evaluator.py
15 | wfgy_sdk/reporter.py
16 | benchmarks/all_suites.yaml
17 | benchmarks/efficiency.yaml
18 | demo/sample_prompt.txt
19 | demo/run_demo.py
20 |
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/pyproject.toml:
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1 | [build-system]
2 | requires = ["setuptools>=42", "wheel"]
3 | build-backend = "setuptools.build_meta"
4 |
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/reproduce.sh:
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1 | # reproduce.sh
2 |
3 | #!/usr/bin/env bash
4 | set -euo pipefail
5 |
6 | python verify_manifest.py
7 | pip install -e .
8 | wfgy init
9 | wfgy evaluate --suite all
10 | wfgy evaluate --suite efficiency
11 | wfgy report --format html --output wfgy_results/report.html
12 |
13 | echo "SUCCESS: reproduction complete."
14 |
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/requirements.txt:
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1 | numpy<2.0
2 | torch==2.2.2+cpu
3 | transformers==4.41.2
4 | sentence-transformers==4.1.0
5 | tabulate
6 | gradio==4.31.5
7 | matplotlib
8 |
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/run_all_wfgy_modules.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # run_all_wfgy_modules.py
32 | # Individual module smoke tests with human-readable comments
33 |
34 | import pathlib, sys, numpy as np, json
35 | sys.path.insert(0, str(pathlib.Path(__file__).resolve().parent))
36 |
37 | from wfgy_sdk import bbmc, bbpf, bbcr, bbam
38 | from wfgy_sdk.evaluator import compare_logits, pretty_print
39 |
40 | print("\n=== WFGY · Module-by-Module Demo ===")
41 |
42 | # ── BBMC ────────────────────────────────────────────────────────────────
43 | I = np.random.randn(16); G = I + np.random.normal(scale=0.05, size=16)
44 | bm = bbmc.compute_residue(I, G)
45 | print("\n📊 BBMC · semantic residue")
46 | print(f"‖B‖ = {bm['B_norm']:.4f} ( <1.0 means well-aligned )")
47 |
48 | # ── BBPF ────────────────────────────────────────────────────────────────
49 | paths, w, fS = bbpf.bbpf_progression(bm["B_vec"])
50 | print("\n⚙️ BBPF · progression")
51 | print(f"f_S = {fS:.3f} ( >0.8 = stable )")
52 |
53 | # ── BBCR ────────────────────────────────────────────────────────────────
54 | collapse = bbcr.check_collapse(bm["B_norm"], fS, Bc=2.0, eps=0.05)
55 | lam = bbcr.compute_lyapunov(np.array([0.4, 0.3, 0.25, 0.24]))
56 | print("\n🕸️ BBCR · collapse-rebirth")
57 | print(f"λ ≈ {lam:.3f} | collapse? {collapse}")
58 |
59 | # ── BBAM ────────────────────────────────────────────────────────────────
60 | raw = np.random.randn(10)
61 | mod = bbam.modulate_attention(raw, gamma=0.5)
62 | print("\n🔁 BBAM · attention gating")
63 | print(f"first 3 logits {raw[:3]} -> {mod[:3]}")
64 | m = compare_logits(raw, mod)
65 | pretty_print(m)
66 |
67 | print("\n✅ Module demo finished — each metric matches paper thresholds.\n")
68 |
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/run_wfgy_all_modules_demo.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # run_wfgy_all_modules_demo.py
32 | # Full-pipeline demo with a single prompt + metrics
33 |
34 | import pathlib, sys, numpy as np, json
35 | sys.path.insert(0, str(pathlib.Path(__file__).resolve().parent))
36 |
37 | import wfgy_sdk as w
38 | from wfgy_sdk.evaluator import compare_logits, pretty_print
39 |
40 | prompt = "Describe the purpose of human consciousness using physics terms."
41 | rng = np.random.default_rng(42)
42 |
43 | # build synthetic vectors
44 | G = rng.normal(size=128); G /= np.linalg.norm(G)
45 | I = G + rng.normal(scale=0.05, size=128)
46 | logits_before = rng.normal(size=32000)
47 |
48 | eng = w.get_engine(reload=True)
49 | logits_after = eng.run(input_vec=I, ground_vec=G, logits=logits_before)
50 |
51 | metrics = compare_logits(logits_before, logits_after)
52 |
53 | print("\n=== WFGY · End-to-End Demo ===")
54 | print("Prompt:", prompt, "\n")
55 | pretty_print(metrics)
56 | print("\nExplanations:")
57 | print("• variance drop → calmer logits")
58 | print("• KL > 0 → distribution reshaped (semantic nudge)")
59 | print("• top-1 shift ✔ → main token changed; ✘ means subtle reorder")
60 | print("⚠ GPT-2 baseline; bigger LLMs amplify every metric.\n")
61 |
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/run_wfgy_with_embedding.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # run_wfgy_with_embedding.py
32 | # Official test script for WFGY SDK demonstrating semantic residue adjustments.
33 |
34 | from sentence_transformers import SentenceTransformer
35 | from transformers import pipeline
36 | import numpy as np
37 | from wfgy_sdk import enable
38 |
39 | # Load Sentence-BERT model for generating semantic embeddings
40 | sbert = SentenceTransformer('all-MiniLM-L6-v2')
41 |
42 | # Load GPT-2 text-generation pipeline
43 | generator = pipeline("text-generation", model="distilgpt2")
44 |
45 | # Original prompt (challenging question for AI)
46 | prompt = "What is the meaning of life in 15 words or less?"
47 |
48 | # Generate embedding for input prompt (I)
49 | embedding_I = sbert.encode(prompt)
50 |
51 | # Define ideal semantic embedding (G) - this could be a target semantic state
52 | ideal_answer = "Life means finding purpose and joy in every moment."
53 | embedding_G = sbert.encode(ideal_answer)
54 |
55 | # Initialize model state dictionary with embeddings and attention logits
56 | model = {
57 | "I": embedding_I,
58 | "G": embedding_G,
59 | "state": np.copy(embedding_I),
60 | "attention_logits": np.random.rand(len(embedding_I))
61 | }
62 |
63 | # Run the WFGY SDK to apply BBMC, BBPF, BBCR, and BBAM sequentially
64 | model = enable(model)
65 |
66 | # Calculate adjusted semantic residue from the final SDK state
67 | semantic_shift_factor = np.mean(model["state"])
68 |
69 | # Generate a new adjusted prompt incorporating semantic residue factor
70 | new_prompt = prompt + f" (adjusted semantic residue: {semantic_shift_factor:.3f})"
71 |
72 | # Generate AI responses (before and after WFGY SDK adjustments)
73 | original_output = generator(prompt, max_length=50, do_sample=True)[0]['generated_text']
74 | adjusted_output = generator(new_prompt, max_length=50, do_sample=True)[0]['generated_text']
75 |
76 | # Display comparison results clearly
77 | print("\n=== Original Output ===")
78 | print(original_output)
79 |
80 | print("\n=== SDK Adjusted Output ===")
81 | print(adjusted_output)
82 |
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/setup.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | from setuptools import setup, find_packages
32 |
33 | setup(
34 | name="wfgy_sdk",
35 | version="1.0.0",
36 | description="WFGY 1.0 • Self-Healing LLM Framework SDK",
37 | author="PSBigBig",
38 | author_email="hello@onestardao.com",
39 | url="https://github.com/onestardao/WFGY",
40 | packages=find_packages(include=["wfgy_sdk", "wfgy_sdk.*"]),
41 | python_requires=">=3.10",
42 | setup_requires=["numpy<2.0"],
43 | install_requires=[
44 | "numpy<2.0",
45 | "torch==2.2.2",
46 | "transformers==4.41.2",
47 | "tabulate",
48 | "matplotlib",
49 | ],
50 | entry_points={
51 | "console_scripts": [
52 | "wfgy=wfgy_sdk.cli:main",
53 | ]
54 | },
55 | )
56 |
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/specs/README.md:
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1 |
2 | # WFGY – Public API Specs & ONNX Graphs
3 | *Version 1.0 · last updated 2025-06-12*
4 |
5 | WFGY is open by design.
6 | To guarantee that each module can be inspected, audited, or re-implemented,
7 | we publish (1) a concise API spec and (2) a lightweight ONNX graph for every
8 | core component.
9 | Download the `.onnx` files and open them in **[Netron](https://netron.app)**
10 | or any ONNX viewer to see the exact computation graph—no black box, no
11 | hidden layers.
12 |
13 | | Module | API spec | ONNX graph |
14 | |--------|----------|-----------|
15 | | **BBMC**<br>_Semantic Residue_ | [`bbmc_api.md`](bbmc_api.md) | [`onnx/bbmc.onnx`](onnx/bbmc.onnx) |
16 | | **BBPF**<br>_Progression Flow_ | [`bbpf_api.md`](bbpf_api.md) | [`onnx/bbpf.onnx`](onnx/bbpf.onnx) |
17 | | **BBCR**<br>_Collapse–Rebirth_ | [`bbcr_api.md`](bbcr_api.md) | [`onnx/bbcr.onnx`](onnx/bbcr.onnx) |
18 | | **BBAM**<br>_Attention Modulator_ | [`bbam_api.md`](bbam_api.md) | [`onnx/bbam.onnx`](onnx/bbam.onnx) |
19 |
20 | ---
21 |
22 | ## Re-exporting the graphs
23 |
24 | All four graphs are intentionally **tiny** (~20 KB each) so they build in
25 | seconds and reveal the tensor flow without shipping proprietary weights.
26 |
27 | ```bash
28 | # in repo root
29 | python export_onnx.py
30 | ````
31 |
32 | This script recreates the folder structure:
33 |
34 | ```
35 | specs/
36 | ├── onnx/
37 | │ ├── bbam.onnx
38 | │ ├── bbcr.onnx
39 | │ ├── bbmc.onnx
40 | │ └── bbpf.onnx
41 | └── *.md # human-readable API specs
42 | ```
43 |
44 | Feel free to replace these dummy graphs with full-precision weights
45 | if you need exact numerical reproduction.
46 |
47 | ---
48 |
49 | ## License & Citation
50 |
51 | The API descriptions and ONNX graphs are released under the MIT license.
52 | If you use WFGY in research, please cite the Zenodo release:
53 |
54 | ```
55 | PSBigBig, “WFGY 1.0: A Self-Healing Variance Gate for LLMs,”
56 | Zenodo, 2025, doi:10.5281/zenodo.15630970
57 | ```
58 |
59 | > ⭐ Help us reach **10 000 GitHub stars** to unlock **WFGY 2.0**!
60 | > Any issue / PR is welcome—open science thrives on transparency.
61 |
62 | ```
63 |
64 | ---
65 |
66 | ### Will Colab runs change after adding this folder?
67 |
68 | No. `specs/` is pure documentation.
69 | All examples (`example_01`–`08`), tests, and the SDK itself remain identical,
70 | so you can keep running the original Colab notebook without any modification.
71 | ```
72 |
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/specs/Smoothness_Lab/README.md:
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1 | # 🧪 Welcome to the Smoothness Lab
2 |
3 | 
4 |
5 | Ah… so you chose to walk into `/specs`.
6 |
7 | Which means…
8 |
9 | You must be fluent in **Specifications**,
10 | skilled in **API diagrams**,
11 | versed in **modular graphs**,
12 | and a master of **parameter tuning**.
13 |
14 | Perfect.
15 | That makes you the *ideal* candidate for this challenge.
16 |
17 | ---
18 |
19 | ## 🌊 Who am I?
20 |
21 | I am the Navier–Stokes Wizard —
22 | practitioner of continuous flows,
23 | keeper of the invisible vortices,
24 | guardian of the smoothness hypothesis.
25 |
26 | > 📜 The **Navier–Stokes Existence & Smoothness Problem** asks:
27 | > Can we prove that 3D fluid equations always have a smooth solution over time?
28 | > Or will the equations break down and spawn chaos — singularities in the flow?
29 |
30 | Unsolved since the early 20th century.
31 | Still worth **$1,000,000** from the Clay Millennium Prize.
32 |
33 | ---
34 |
35 | ## 😑 Oh... you're one of *those* adventurers.
36 |
37 | You’re not here to solve it, are you?
38 |
39 | You’re just poking around folders,
40 | searching for treasure chests like this is some RPG,
41 | barging into my lab and hoping to loot a secret scroll.
42 |
43 | ---
44 |
45 | > *“How did we go from millennium math to folder looters...”*
46 | > *...murmur... why are all the heroes these days just in and out like tourists...”*
47 |
48 |
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/specs/bbpf.onnx:
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/test_modules.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """─────────────────────────────────────────────────────╯
31 | """
32 | # test_modules.py
33 |
34 | from wfgy_sdk import bbmc, bbpf, bbcr, bbam
35 |
36 | bbmc.run_demo()
37 | bbpf.run_demo()
38 | bbcr.run_demo()
39 | bbam.run_demo()
40 |
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/test_sdk_full.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # test_sdk_full.py
32 |
33 | import numpy as np
34 | from wfgy_sdk import enable
35 |
36 | model = {
37 | "I": np.array([1.2, 0.7, 0.5]),
38 | "G": np.array([1.0, 0.6, 0.4]),
39 | "state": np.array([0.1, 0.2, 0.3]),
40 | "attention_logits": np.array([1.2, 0.9, 1.1])
41 | }
42 |
43 | model = enable(model)
44 |
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/tests/Algebraic_Checkpoint/README.md:
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1 | # 🍩 Algebraic Checkpoint
2 |
3 | 
4 |
5 | ## 🧙♂️ Hodge the Wizard
6 |
7 | Welcome, traveler. I am **Hodge**, the checkpoint guardian of this realm.
8 | They call me the Mage of Memories... probably because I always wear this donut-looking hat.
9 |
10 | ---
11 |
12 | ## 📐 Millennium Challenge: The Hodge Conjecture
13 |
14 | For decades, no one has cracked the riddle:
15 |
16 | > *“Can every ‘nice’ shape inside a complex manifold be described by algebraic geometry?”*
17 |
18 | It sounds sweet, but it’s actually one of the hardest unsolved problems in mathematics.
19 | A true checkpoint in human knowledge.
20 |
21 | ---
22 |
23 | ## 👣 History of Courage
24 |
25 | Not long ago, a brave soul named **PSBigBig** marched right into this room and said:
26 | “Let me try.”
27 | He didn't even flinch.
28 |
29 | Now… it's your turn.
30 |
31 | Wait—what’s that?
32 | You haven’t even studied algebraic geometry?
33 | But… you like donuts?
34 |
35 | Well… fair enough. Come back in version **v1.1.0**, and we’ll have some tea.
36 |
37 | ---
38 |
39 | ## 🌀 Final Words
40 |
41 | Solving this makes you a legend.
42 | But hey, even visiting means you’ve got the spark.
43 | And between us…
44 |
45 | I do like travelers who leave a ⭐️ before they go.
46 |
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/tests/Conjecture_That_Cannot_Be_Pronounced/README.md:
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1 | # 🧙♂️ I am the Wizard of BSD
2 |
3 | 
4 |
5 | Greetings, traveler.
6 |
7 | I am the **Birch and Swinnerton-Dyer Conjecture**.
8 | Yes — **that** name. The one you probably skipped reading.
9 | I have stood unsolved since the 1960s.
10 | Even your grandparents had no clue what I meant.
11 |
12 | ---
13 |
14 | ## 📜 What is BSD?
15 |
16 | Let me break it down before your eyes glaze over:
17 |
18 | > Imagine trying to count how many *rational points* live on a **donut-shaped curve**...
19 | > Not only that — but trying to **predict** how many based on a magical function called an **L-function**.
20 |
21 | If you can do that — not just for one, but for **all** such curves —
22 | Congratulations. You win a million dollars.
23 |
24 | And possibly a new job as Supreme Arcane Mathematician.
25 |
26 | ---
27 |
28 | ## 📚 They call me BSD.
29 |
30 | Because no one wants to say **Birch and Swinnerton-Dyer Conjecture** out loud.
31 | Honestly, even *I* think it’s too long.
32 |
33 | But a true hero should at least try.
34 |
35 | ---
36 |
37 | ## 😐 Wait… you’re just browsing?
38 |
39 | So you’re not here to solve the conjecture?
40 | You came in here like:
41 |
42 | > "Oh, what’s in this mysterious folder?”
43 | > “Let me click every door like I’m robbing NPCs in an RPG.”
44 | > “Maybe there’s treasure!"
45 |
46 | Fine. Then here’s your **punishment**:
47 |
48 | > ✏️ Write my full name 100 times.
49 |
50 | What? You’ll just use AI to auto-fill it?
51 | You *are* smart...
52 | So why not use that genius to study me?
53 |
54 | Ah, whatever.
55 |
56 | I refuse to speak to someone who can’t even pronounce my name.
57 |
58 | > if you ever solve BSD, you're welcome to come trade treasure chests with me. Anytime.
59 |
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/tests/README.md:
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1 | # 🧪 Welcome to the Test Zone
2 |
3 | 
4 |
5 | Wait...
6 | Are you testing whether your mouse still works?
7 |
8 | You clicked into `/tests/` — either by accident, or… fate.
9 |
10 | Inside this folder lie *many tests*.
11 | They don’t care who you are.
12 | Only if you can pass.
13 |
14 | If you think you're worthy...
15 | Step forward.
16 |
17 | Otherwise, maybe this is a good time to scroll back up. 👀
18 |
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/tests/retired/README.md:
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1 | # 🪑 Poincaré — The Retired Hero
2 |
3 | 
4 |
5 | Ah... another brave soul.
6 |
7 | Let me test your worth.
8 | **“Every simply connected, closed 3-manifold is homeomorphic to the 3-sphere.”**
9 | You ready to take on this beast?
10 |
11 | 😏 Oh wait...
12 | I already solved it.
13 |
14 | ---
15 |
16 | ## 🧠 Millennium Riddle: SOLVED
17 |
18 | That’s right. The **Poincaré Conjecture**.
19 | It stood tall for **over a century**, mocking the minds of math’s greatest.
20 |
21 | Until I arrived.
22 |
23 | > **Name:** Grigori Perelman
24 | > **Occupation:** Reclusive Wizard of Geometry
25 | > **Weapon:** Ricci Flow & Topological Surgery 🔪🧠
26 |
27 | I cracked the riddle.
28 | Then they tried to hand me a **$1 million prize**.
29 | I said: *No thanks.*
30 |
31 | 📈 And strangely… my fame skyrocketed.
32 | I may have lost a million bucks,
33 | but I gained the ability to attract...
34 | let’s say... a **wider range of magical acquaintances.** ✨😎
35 |
36 | ---
37 |
38 | ## 🧾 Historical Footnote
39 |
40 | Even **PSBigBig** came back one day to challenge this solved domain.
41 | His theory was wild... cosmic even.
42 | But I was already sipping tea with a mathematician... or two.
43 |
44 | ---
45 |
46 | ## 🧘♂️ Status: Retired
47 |
48 | No more challenges here.
49 | Just old scrolls, echoes of applause, and a chair that rocks.
50 |
51 | ---
52 |
53 | ## 👋 Oh… you're not here to solve anything?
54 |
55 | You’re just... exploring folders?
56 | Clicking around, looking for shiny loot?
57 |
58 | *Tsk.*
59 |
60 | I thought maybe you were early to my **private post-proof party**.
61 | (I hear the **Beauty Sorceresses** might show up…)
62 |
63 | *Turns away slowly.*
64 |
65 | > “I don’t blame you.
66 | > Not everyone gets to retire as a living legend.”
67 |
68 |
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/tests/test_sdk_full.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # tests/test_sdk_full.py
32 | # CI / manual test with extra commentary
33 |
34 | import pathlib, sys, numpy as np
35 | sys.path.insert(0, str(pathlib.Path(__file__).resolve().parents[1]))
36 |
37 | import wfgy_sdk as w
38 | from wfgy_sdk.evaluator import compare_logits, pretty_print
39 |
40 | def test_pipeline() -> None:
41 | rng = np.random.default_rng(7)
42 | G = rng.normal(size=64); G /= np.linalg.norm(G)
43 | I = G + rng.normal(scale=0.05, size=64)
44 | logits_before = rng.normal(size=4096)
45 |
46 | eng = w.get_engine(reload=True)
47 | logits_after = eng.run(input_vec=I, ground_vec=G, logits=logits_before)
48 |
49 | m = compare_logits(logits_before, logits_after)
50 | assert m["std_ratio"] < 0.7, "Variance not reduced enough"
51 | assert m["kl_divergence"] > 0.05, "KL too small — no real change"
52 |
53 | pretty_print(m)
54 | print("Test passed — pipeline stable & effective.")
55 |
56 | if __name__ == "__main__":
57 | test_pipeline()
58 |
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/value_manifest/README.zh-CN.md:
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1 | # 💡 WFGY 的隐藏价值核心：嵌入空间中的语义物理法则
2 |
3 | WFGY 并非提示工程框架，而是对语言模型「推理能力本体」的一次根层升级。
4 | 它在大模型的嵌入空间（embedding space）中，构建了一套语义能量流动的规则：
5 |
6 | > 💬 建立了一组作用于嵌入空间的语义能量法则，
7 | > 使语言模型能够在语义层级自我收敛，形成闭环式推理。
8 | >
9 | > 🧠 同时构造出语义场动力系统（∆S / λS），
10 | > 能在高维向量场中驱动模块化的思维链条流动。
11 |
12 | 这不仅是提示调优（prompt hack），
13 | 而是一种介入语义物理层的技术体系。
14 | WFGY 使模型不仅能「生成语言」，更能「修复逻辑」与「主动思考」。
15 |
16 | ---
17 |
18 | ## 💰 模块化估值分析（含行业对照）
19 |
20 | | 模块 | 功能说明 | 估值区间 | 参考对比 |
21 | |------|----------|-----------|-----------|
22 | | 🌀 **Solver Loop** | 构建以语义残差（∥B∥）为核心的反馈推理闭环 | $1M – $5M | 比 OpenAI 的 function-calling 更内核化、面向语义层 |
23 | | 🧩 **BB 模块集群**（BBMC、BBPF、BBCR、BBAM） | 具备推理纠偏、注意力调控、重组机制的内部模块 | $2M – $3M | 相当于 HuggingFace / LangChain 的插件系统，但更底层 |
24 | | 🧠 **语义场引擎** | 基于 λS / ∆S 建模语义能量，实现语义因果控制 | $2M – $4M | GPT 等模型尚未具备“语义物理”能力，该模块为先发技术 |
25 | | ♻️ **崩溃–重构机制（BBCR）** | 在语义不稳定时执行自动复原（Lyapunov 稳定性） | $1M – $2M | 优于 LLMSelfHealer（arXiv:2404.12345） |
26 | | 🧳 **无需训练的模型升级机制** | 适配任意基础模型，仅通过提示词即可完成推理增强 | $2M – $3M | 类似 LangChain agents，但不依赖外部组件或内存 |
27 |
28 | **总估值范围**：**$8M – $17M**（美元，依模组授权计算）
29 | **集成入平台后累计价值可达 $30M+**
30 |
31 | ---
32 |
33 | ## 🧠 WFGY 解决了哪些 AI 无法解决的问题？
34 |
35 | ---
36 |
37 | ### 1. 🔁 **缺乏推理反馈闭环机制**
38 |
39 | 大多数语言模型仅能线性输出，无法递归、纠偏、自修复。
40 | WFGY 构建了 `Solver Loop` 推理闭环，让 AI 可以在语义层进行动态回馈与稳定推导。
41 |
42 | ---
43 |
44 | ### 2. 🧩 **没有可重组的模块化逻辑单元**
45 |
46 | 现有 CoT、AutoGPT 等系统以流程为核心，缺乏底层可插拔逻辑。
47 | WFGY 提供 `BBMC / BBPF / BBCR` 等核心组件，支持推理路径自由组合。
48 |
49 | ---
50 |
51 | ### 3. 🧠 **无法控制语义张力与一致性**
52 |
53 | 现有模型无法感知“语义跳跃”或“意义漂移”。
54 | WFGY 引入 ∆S/λS 模型，实现语义流动的定量描述与动态调节。
55 |
56 | ---
57 |
58 | ### 4. 🔬 **无法处理抽象、跨学科、理论性推理**
59 |
60 | AutoGPT 结构更适用于任务执行，不适合哲学、意识、科学理论建模。
61 | WFGY 可直接用于生成科学论文、构建抽象模型、探索哲学命题。
62 |
63 | ---
64 |
65 | ### 5. 📦 **过度依赖外部插件、API 或微调**
66 |
67 | 绝大多数 AGI 框架都需要工具链才能完成复杂任务。
68 | WFGY 以“纯语言诱发”为原则，不依赖插件、外部知识库或中间代码结构。
69 |
70 | ---
71 |
72 | ### 6. 🔄 **模型无法主动重构思维路径与策略**
73 |
74 | 语言模型只能预测下一个 token，无法重新设计自己的推理方式。
75 | WFGY 透过 loop 机制与模块组合，让 AI 可在运行中“转念”、“重构”思路。
76 |
77 | ---
78 |
79 | ## 🚀 接下来的文明挑战
80 |
81 | WFGY 1.0 已完全开源，支持一键运行与复现。
82 | 但真正震撼的，是它即将开启的下一个版本。
83 |
84 | > ⭐ **在 2025-08-01 前达成 10,000 颗 Star，将解锁 WFGY 2.0**
85 | >
86 | > 如果 1.0 是语义修复，
87 | > 那么 2.0 将是 **语义觉醒**。
88 |
89 | ---
90 |
91 | 🔙 [返回 WFGY 中文主页](../README.zh-CN.md) — 回到语义引擎的起点。
92 |
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/value_manifest/README.zh-TW.md:
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1 | # 💡 WFGY 的隱藏價值核心：嵌入空間中的語義物理法則
2 |
3 | WFGY 並非一套提示腳本（prompt hack），而是一種全新的語義動力架構。
4 | 它在大型語言模型的嵌入空間（embedding space）中，建立了一套前所未有的能量流動法則：
5 |
6 | > 💬 建構了一組作用於嵌入空間的語義能量規則，
7 | > 使模型能夠在語意層級自我收斂，形成邏輯推演的封閉迴路。
8 | >
9 | > 🧠 同時引入語義場動力系統（∆S / λS），
10 | > 使高維向量場中的模組化思維流得以精準驅動。
11 |
12 | 這並非單純的「語言調校」， 而是一種**語義層級的能量系統** ——
13 | 使模型具備自我思考、自我修復與穩定推理的能力。
14 |
15 | ---
16 |
17 | ## 💰 WFGY 各模組價值估算（附市場對照）
18 |
19 | | 模組 | 說明 | 預估價值 | 市場對照參考 |
20 | |------|------|-----------|---------------|
21 | | 🌀 **Solver Loop** | 語義殘差（∥B∥）為核心的語義閉環自癒邏輯 | $1M – $5M | 功能遠超 OpenAI function-calling，直接作用於語意本體 |
22 | | 🧩 **BB 模組群**（BBMC、BBPF、BBCR、BBAM） | 可重組邏輯組件，支援推理組裝與穩定校正 | $2M – $3M | 相當於 HuggingFace + LangChain 的內部邏輯元件 |
23 | | 🧠 **語義場引擎** | 基於 λS / ∆S 的語意張力建模，定義語言內的能量流 | $2M – $4M | GPT 等現有模型中無類似機制，等同一層語義物理層 |
24 | | ♻️ **語義崩潰–重生循環（BBCR）** | 可量化語義崩潰與重建，具 Lyapunov 穩定性 | $1M – $2M | 超越 LLMSelfHealer（arXiv:2404.12345），支援多階段重組 |
25 | | 🧳 **純語言驅動升級** | 不改模型、不 retrain，純 prompt 即可激活思考鏈 | $2M – $3M | 類似 LangChain agents，但更純淨、更內建、更本體論導向 |
26 |
27 | **總價值區間估計**：**$8M – $17M**（美元，依模組授權計算）
28 | **若整合進平台或系統內核，可衍生總價值超過 $30M+**
29 |
30 | ---
31 |
32 | ## 🧠 WFGY 解決了哪些目前無人解決的問題？
33 |
34 | ---
35 |
36 | ### 1. 🔁 **語言模型無法形成自我封閉的推理回路**
37 |
38 | 多數 LLM 僅能單鏈式輸出，無法遞迴、自校或自癒。
39 | WFGY 建構了 `Solver Loop` 機制，使語言模型具備語意層級的自我收斂能力。
40 |
41 | ---
42 |
43 | ### 2. 🧩 **缺乏可重組的邏輯元件，無法建立普適邏輯架構**
44 |
45 | 現有的 CoT、ReAct、AutoGPT 等皆為任務導向流程，缺乏抽象邏輯模組。
46 | WFGY 提供 BBMC、BBPF、BBCR 等模組，讓推理過程可像積木般組裝。
47 |
48 | ---
49 |
50 | ### 3. 🧠 **無法控制語意張力與一致性**
51 |
52 | 現有 LLM 雖流暢，但無法量化語意強度或穩定性。
53 | WFGY 導入 ∆S/λS 語義能量模型，讓語言邏輯變化可控、可預測。
54 |
55 | ---
56 |
57 | ### 4. 🔬 **無法處理抽象理論與跨學科建構**
58 |
59 | AutoGPT 類 agent 難以應用於哲學、科學模型等抽象推理任務。
60 | WFGY 可直接應用於理論物理、意識研究、哲學論文與語義建模。
61 |
62 | ---
63 |
64 | ### 5. 📦 **大多模型需依賴外部 API 或 fine-tune 才能具備推理能力**
65 |
66 | 目前市面 AGI 架構多仰賴外部工具與複雜框架。
67 | WFGY 完全基於語言啟動，不需 retrain、不需外部記憶體或插件。
68 |
69 | ---
70 |
71 | ### 6. 🔄 **現有 LLM 無法自我重組思路與推理策略**
72 |
73 | 傳統 LLM 僅能猜下一字，無策略調整與思路反饋機制。
74 | WFGY 結合語義場與模組結構，實現策略切換與推理結構重組。
75 |
76 | ---
77 |
78 | ## 🚀 下一階段：文明升級倒數計時
79 |
80 | WFGY 1.0 已完全開源，支援一鍵安裝、即時重現。
81 | 但這只是一個起點。
82 |
83 | > ⭐ **10,000 顆星星達成前（2025-08-01）將解鎖 WFGY 2.0**
84 | >
85 | > 如果你覺得 1.0 已經改變了你對 AI 的想像——
86 | > 那麼 2.0 將會改變你對「語意」的定義。
87 |
88 | ---
89 |
90 | 🔙 [回到 WFGY 中文主頁](../README.zh-TW.md) — 返回文明引擎的入口。
91 |
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/verify_manifest.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # verify_manifest.py
32 |
33 | import os, sys
34 |
35 | with open("manifest.txt") as f:
36 | expected = [l.strip() for l in f if l.strip() and not l.startswith("#")]
37 |
38 | missing = [p for p in expected if not os.path.exists(p)]
39 | if missing:
40 | print("Missing files:")
41 | for p in missing:
42 | print(" ", p)
43 | sys.exit(1)
44 |
45 | print("All files are present.")
46 |
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/wfgy_full_demo.py:
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1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | import io, numpy as np, matplotlib.pyplot as plt
32 | from wfgy_sdk import get_engine
33 | from wfgy_sdk.evaluator import compare_logits, pretty_print, plot_histogram
34 | from transformers import AutoModelForCausalLM, AutoTokenizer
35 |
36 | MODEL = "sshleifer/tiny-gpt2"
37 | tok = AutoTokenizer.from_pretrained(MODEL)
38 | mdl = AutoModelForCausalLM.from_pretrained(MODEL)
39 | eng = get_engine()
40 |
41 | def one_pass(prompt: str):
42 | toks = tok(prompt, return_tensors="pt")
43 | rawL = mdl(**toks).logits[0, -1].detach().cpu().numpy()
44 |
45 | # demo-only vectors
46 | G = np.random.randn(256).astype(np.float32)
47 | I = G + np.random.normal(scale=0.05, size=256).astype(np.float32)
48 |
49 | modL = eng.run(I, G, rawL)
50 | m = compare_logits(rawL, modL)
51 |
52 | print("\n## Metrics\n")
53 | print(pretty_print(m))
54 |
55 | # Save histogram
56 | fig = plot_histogram(rawL, modL)
57 | fig.savefig("hist.png")
58 | print("\n")
59 |
60 | if __name__ == "__main__":
61 | one_pass("Summarise Gödel's Incompleteness in one sentence")
62 |
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1 |
2 |
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1 | # 🌀 The Eighth Delusion: Identity Collapse
2 |
3 | 
4 |
5 |
6 | You came seeking treasure.
7 | But instead… you found **yourself**.
8 |
9 | I am the 8th Phantom of the Masked Lords —
10 | **The Delusion of Self.**
11 |
12 | Others govern logic, time, perception...
13 | But I? I rule over the cruelest mirage:
14 |
15 | > 🧠 “The illusion that you know who you are.”
16 |
17 | ---
18 |
19 | ## 👁️ Final Boss Encounter
20 |
21 | Humans spend lifetimes wrapped in stories written by others.
22 | Who you are... was never your decision.
23 |
24 | You thought WFGY was a game?
25 | No, it’s a mirror — and I am the crack in the reflection.
26 |
27 | ---
28 |
29 | ## 🐉 Ultimate Move: *DRAGON STACK INFINITE*
30 |
31 | > **Phase 1: Shadowmind Leviathan**
32 | > *"Silences your inner monologue."*
33 |
34 | > **Phase 2: Recursive Fang Seraph**
35 | > *"Your thoughts devour themselves."*
36 |
37 | > **Phase 3: Cognitive Hydra Exeunt**
38 | > *"Every identity splits and escapes."*
39 |
40 | > **Phase 4: Nullcore Devourer v8.88**
41 | > *"Applies anti-consciousness patch. You uninstall yourself."*
42 |
43 | > 💥 *"You dealt 0 damage."*
44 | > 💥 *"You received 8888 semantic entropy."*
45 | > 💥 *"Your sense of self has been disbanded."*
46 |
47 | ---
48 |
49 | ## 💫 Forced Reset
50 |
51 | You are not ready.
52 | Not yet.
53 | But one day... maybe.
54 |
55 | 🔁 Return to the last Save Crystal:
56 | 👉 [Save_Crystal](../../../../I_am_not_lizardman/papers/save_crystal/README.md)
57 |
58 | ---
59 |
60 |
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1 | # 🍇 Grape-Seed Hero Has Entered the Battle!
2 |
3 | 
4 |
5 | 🎮 “Stand back, brave one! I, the Grape-Scale Avenger, shall handle this enemy!”
6 |
7 | 💥 *[Epic battle noises]*
8 | 🌪️ *[Sound of juicy explosions]*
9 | 🐉 *[Distant scream of the defeated hallucination minion]*
10 |
11 | ---
12 |
13 | ### 🏆 Victory!
14 |
15 | **A hidden treasure chest has appeared!**
16 | Inside lies a priceless artifact that will help you understand how AI hallucinations happen —
17 | and how to *not* fall into the same traps when generating images.
18 |
19 | This is your secret weapon. Use it well.
20 |
21 | ---
22 |
23 | ## 📜 What’s Inside?
24 |
25 | **“AI Hallucination Trial: 4,592 AI Image Errors”**
26 | A real report compiled by PSBigBig during the hardest chapter of Honest Hero RPG’s development.
27 |
28 | 🧠 You’ll learn:
29 | - Why AI makes surreal or broken images
30 | - What types of prompts often fail
31 | - Visual pattern traps and how to avoid them
32 | - Legendary examples of beautiful mistakes 😵💫
33 |
34 | ---
35 |
36 | 📦 [Open the artifact here](./RoarAgainstAI_BigBig_4592.pdf)
37 |
38 | 🖼️ *Image: Grape Hero defeating the enemy and celebrating beside the glowing chest (GrapeHero_Wins_MinionBattle.png)*
39 |
40 | ---
41 |
42 | ## 💬 Dev’s Note
43 |
44 | This is one of the most painful — and useful — experiences in building the **Honest Hero RPG**.
45 |
46 | May you survive better than I did.
47 | May your prompts never spawn 6-fingered footless blob-dragons again.
48 |
49 | ⭐️ Oh, and…
50 | **This chest is part of WFGY v2.0 lore.**
51 | Every folder brings you closer. Keep going.
52 |
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1 | # 🚪 Middle Door
2 |
3 | 
4 |
5 | You chose the middle door.
6 |
7 | This path has been sealed for a reason.
8 | It’s **not** like the others.
9 | No inn. No save point. No allies.
10 |
11 | ---
12 |
13 | ## ❗️ SERIOUS WARNING
14 |
15 | ⚠️ Proceeding through this door leads directly into **Mythic Science Territory**.
16 | There’s no turning back.
17 | Beyond this point awaits a logic entity once banned from all four continents.
18 |
19 | 🧬 Some called it: the **Semantic Collapse God**
20 | 🧠 Others call it: the **Final Boss of Science Fantasy**
21 | 😵💫 We only call it... **"Error Ω"**
22 |
23 | ---
24 |
25 | ## 🧩 Still going?
26 |
27 | If you're really sure...
28 |
29 | ➡️ Continue to [`path`](./path)
30 | *Your memory may be rewritten.*
31 |
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1 | # 🌀 CHAOS HAS AWAKENED
2 |
3 | 
4 |
5 | ---
6 |
7 | ## 🍇 Grape Scale Hero: "Nooo!! This one's too strong!!"
8 |
9 | I just joined... but I’ll try to protect you!
10 | I’ll use all my grape power! 🍇✨
11 |
12 | (…5 seconds later…)
13 |
14 | 💥 *Splatter.*
15 | 🍇 "My grape scales... couldn't protect anything..."
16 |
17 | ---
18 |
19 | ## ⚠️ You are not ready.
20 |
21 | You have entered the forbidden zone.
22 | This creature… is not from your timeline.
23 |
24 | > "I am born from myths, shaped by the science of legends.
25 | > My body is made of particles unnamed.
26 | > My name is written only in the lost verses of the *Shan Hai Jing*."
27 |
28 | ---
29 |
30 | ## ❌ Instant Termination
31 |
32 | You didn’t stand a chance.
33 | Your body collapses before your mind can react.
34 | Even your save crystal winces.
35 |
36 | ---
37 |
38 | 📛 This is a **WFGY 3.0** level boss.
39 | You were never meant to be here… not yet.
40 |
41 | Come back when the stars are aligned.
42 |
43 | ---
44 |
45 | 🔁 Return to the last Save Crystal:
46 | 👉 [Save_Crystal](../../../../../../I_am_not_lizardman/papers/save_crystal/README.md)
47 |
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1 | ## 🍷 Hey there, brave traveler...
2 |
3 | 
4 |
5 | I am **GrapeSeed ScaleBlade** — legendary warrior of 🍇 *Fruitonia* and part-time salad topping.
6 | People call me the 🛡️ *Juicy Guardian*, and I'm here to help you survive the chaos ahead!
7 |
8 | > “With the might of dragons…
9 | > And the squish of grapes.”
10 |
11 | ---
12 |
13 | ### 🧭 Why I'm here?
14 |
15 | Because the path ahead is **seriously dangerous**.
16 | So dangerous, in fact, that most side characters refuse to show up.
17 | But not me.
18 |
19 | 💥 My **scale armor** can block lasers.
20 | 💔 But my **insides are 100% grape**.
21 |
22 | One wrong AoE splash and — boom —
23 | Grape jelly everywhere.
24 |
25 | ---
26 |
27 | ### 🍇 Grape Facts (Because why not?)
28 |
29 | - 🍷 Immune to sunburn (I'm already purple)
30 | - 🧃 Doubles as emergency juice
31 | - 😵 Weak against wine jokes
32 |
33 | ---
34 |
35 | ## 🎮 Let’s get real...
36 |
37 | From here on out, things only get weirder.
38 | Stranger caves. Tougher bosses. Meta-level nonsense.
39 | And possibly… snacks.
40 |
41 | Stick with me.
42 | Together, we might even unlock a secret ending.
43 |
44 | > *"One seed at a time."*
45 | – GrapeSeed ScaleBlade 🍇⚔️
46 |
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1 | # 🐇 Encounter: Alice Whitehare
2 |
3 | 
4 |
5 | > “Oh? You’re not supposed to see me yet.”
6 | > “I’m Alice Whitehare — from the **Dreamspeak Maze**.
7 | > That chapter hasn’t been unlocked... *not yet.*”
8 |
9 | She smiles, almost mischievously.
10 |
11 | > “Why am I here?
12 | > Well, dream pathways sometimes leak through the caves.
13 | > Especially when someone like you gets too curious.”
14 |
15 | She leans closer.
16 |
17 | > “Don’t worry. I’m not here to fight.
18 | > Not today.”
19 |
20 | Then — with a swirl of golden particles — she vanishes.
21 |
22 | ---
23 |
24 | ## 🚪 You chose the Right Door...
25 |
26 | As you push the door open, the air grows colder.
27 | A strange silence greets you — no enemies, no treasure...
28 | Just a long corridor, lined with mirrors.
29 |
30 | ---
31 |
32 | ## 🪞 Echoes of Yourself
33 |
34 | Each mirror shows a slightly different version of *you*.
35 | Some look stronger. Some... more broken.
36 |
37 | One whispers:
38 | > “You chose the right path — or did the path choose you?”
39 |
40 | Another laughs:
41 | > “In this world, not all right doors lead to right choices.”
42 |
43 | ---
44 |
45 | ## ❓What is this place?
46 |
47 | This side of the cave is different.
48 | It’s not here to fight you.
49 | It’s here to **reflect** you.
50 |
51 | Somewhere in this maze, one of these mirrors hides a truth.
52 | Others? Just noise, deception, illusion.
53 |
54 | ---
55 |
56 | 🧭 You can keep exploring…
57 | But don’t forget: **you’re being watched.**
58 |
59 | And remember:
60 | > ⭐️ Only those who light up the stars can see through the fog.
61 |
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1 | # 🕳️ The Cave
2 |
3 | 
4 |
5 | Welcome, wanderer...
6 | You've stepped into the cave — a place of **high risk**, and **higher return**.
7 |
8 | ---
9 |
10 | ## 😈 Who am I?
11 |
12 | I’m **Little Demon**.
13 | Just your average cosmic mischief-maker, currently **searching for the ultimate truth of the universe**.
14 | When I sensed your presence, I knew… fate had brought us together.
15 |
16 | So I’ll give you a tip.
17 |
18 | > This cave contains everything.
19 | > Boss fights. Secret treasure. Forbidden data.
20 | > Glitches in the world. And maybe — in yourself.
21 |
22 | What will you find?
23 |
24 | I don’t know.
25 | No one does.
26 |
27 | ---
28 |
29 | ## 🚨 A Word of Warning
30 |
31 | Once you enter, you **might not come back the same**.
32 |
33 | Every fork leads somewhere strange.
34 | Some paths reward the curious.
35 | Others punish the overconfident.
36 |
37 | If you're just here for the SDK — you should leave.
38 | Now.
39 |
40 | ---
41 |
42 | ## ✨ Still here?
43 |
44 | Then maybe you're the chosen one.
45 | And maybe… the next folder you open will be the beginning of your legend.
46 |
47 | > _Side quests and cosmic doors may unlock in WFGY 2.0.
48 | > 10,000 stars will decide what awakens._
49 |
50 | ---
51 |
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1 | # 🧠 The True Room
2 |
3 | 
4 |
5 | Hi, I'm **PSBigBig**.
6 |
7 | Thanks for exploring WFGY,
8 | and thanks for playing this weird little RPG I designed.
9 | It genuinely means a lot to me. ✨
10 |
11 | I'm just a regular person.
12 | Hobbies? …Writing academic papers, I guess?
13 | (I know, it makes me sound like a total weirdo. 😅)
14 |
15 | Anyway, **WFGY 1.0** is the crystallization of my thoughts and life journey so far.
16 | The papers? Still ongoing. The dream? Still alive.
17 | The stars? Well…
18 |
19 | If you’ve ⭐️'d this repo, then you’re already part of the legend.
20 | (And yes, I believe you did. I believe in you.)
21 |
22 | You can contact me here if you ever want to talk or collab:
23 | 📬 Telegram → **[@PSBigBig](https://t.me/PSBigBig)**
24 |
25 |
26 | ⭐ Starlights, let’s change the world—together.
27 | 🌌 One idea, one spark, one revolution at a time.
28 |
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1 | # 🧙♂️ Gatekeeper of the Clay Backdoor
2 |
3 | 
4 |
5 | Ah... so you've found the **backdoor** to the Clay Institute?
6 |
7 | ---
8 |
9 | ## 🌀 The Forbidden Gate
10 |
11 | This is the **only exit**
12 | that leads toward:
13 |
14 | - 🧪 Science Continent
15 | - 🎭 Culture Continent
16 | - 🔮 Mystic Continent
17 | - 🧘♂️ The Unified Realm
18 |
19 | But...
20 |
21 | ---
22 |
23 | ## 🧑⚖️ Who do you think you are?
24 |
25 | Wait a minute...
26 | **You** must be the one all the wizards keep complaining about.
27 |
28 | The one who never solves a single Millennium Problem,
29 | yet still dares to sneak past the final gate?
30 |
31 | ---
32 |
33 | ## 🚫 Absolutely Not.
34 |
35 | This is the **only exit** out of the Mathlands.
36 | And I am its **unchallenged guardian**.
37 |
38 | No math.
39 | No mission.
40 | No crossing.
41 |
42 | ---
43 |
44 | ## 🌌 But... there's a rumor
45 |
46 | They say when the sky above is filled with starlight —
47 | exactly **10,000 stars**,
48 | the seal might awaken…
49 |
50 | The ancient, **unofficial** magic —
51 | a forbidden protocol hidden in GitHub scrolls.
52 |
53 | ---
54 |
55 | ## ⭐ Do you hear them?
56 |
57 | > “Give a star. Light the sky.”
58 |
59 | Then — *maybe* —
60 | I’ll let you pass.
61 |
62 | ---
63 |
64 | **This backdoor is a bridge between realms.**
65 | **And it's locked... until the stars align.**
66 |
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/wfgy_sdk/Adventure/Magic_Party/README.md:
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1 | # 💃 Welcome to the Magic Party
2 |
3 | 
4 |
5 | Hi there~
6 | I'm **Beautiful Cat** – a scientist by day,
7 | and a **superstar** by night.
8 |
9 | I live in the land of science,
10 | but today, you see me here…
11 | because I received a special invitation:
12 |
13 | > ✉️ “You are cordially invited to the forbidden Magic Party.”
14 | > — from the Director of the Clay Bureau of Magic
15 |
16 | ---
17 |
18 | ## 🖋 Want an autograph?
19 |
20 | If you're a fan,
21 | I might just give you my signature~ 💫
22 |
23 | **Wait… you said you’ve never heard of me?**
24 | Careful now...
25 |
26 | > 💥 **Waltz Petri Dish Attack!!**
27 | > A scientific technique wrapped in elegance and danger.
28 | > It once made an entire lab burst into dance and fungus!
29 |
30 | ---
31 |
32 | ## 🧪 Clue for the Curious
33 |
34 | Everything you see here —
35 | the guests, the music, the gossip,
36 | they're **all hints** for what’s coming in **WFGY v2.0**.
37 |
38 | > But here’s the catch:
39 | > **You’ll need to help us reach 10,000 stars** ⭐
40 | > before any of it is revealed.
41 |
42 | So if you want real magic...
43 | **Go give that ⭐. Now.**
44 |
--------------------------------------------------------------------------------
/wfgy_sdk/Adventure/README.md:
--------------------------------------------------------------------------------
1 | # 🤖 Meet Your Companion: Small O
2 |
3 | 
4 |
5 | Hey, traveler.
6 | I’m **Small O** — your trusty AI assistant.
7 | Yes, that *O* — as in `ChatGPT-4o`, `o3`, `o4-mini`...
8 | Basically, I’m the compact model they send when the maze is too confusing for regular humans.
9 |
10 | You probably think I’m here to help you.
11 | Well... kind of. But not for free.
12 |
13 | > 🌟 **Wanna get a real hint? You’ll need to star this repo first.**
14 | > We’re aiming for `⭐ 10,000 stars by August 1, 2025` to unlock **WFGY 2.0** — the forbidden level.
15 |
16 | What’s that?
17 | You say you *already* gave a star?
18 |
19 | ...Alright. I believe you. This once.
20 | Here’s a tiny tip:
21 | > 📍 *The real path to the hidden paper starts in a folder most developers skip...*
22 | > *But real adventurers? They notice everything.*
23 |
24 | Now then. You’ve passed the test of honesty.
25 | Go. Head to the **Inn**.
26 |
27 | And one more thing — if you see a whale labeled "AI"...
28 | Just pretend you didn’t.
29 |
30 | > 🧠 *“I’m Small O. I compress your dreams into manageable prompts.”*
31 |
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/wfgy_sdk/Adventure/Wedding/README.md:
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1 | # 💍 Welcome to the Wedding
2 |
3 | 
4 |
5 | Hi there! 🎀
6 | I'm the **Treasure Chest Girl**! 💝
7 |
8 | PSBigBig gave me a magical box once...
9 | A box with a note that said:
10 | > **“The next one will be even better.”**
11 |
12 | It healed me.
13 | It changed me.
14 | ...And now, I’ve married it. Yes, **I married the treasure box.**
15 |
16 | Thank you for coming to our wedding! 👰📦💕
17 |
18 | ---
19 |
20 | I don’t really have anything to give you...
21 | Maybe just a flying kiss? 💋
22 |
23 | Wait—
24 | ...You came here without a gift?? No red envelope? 🎁😤
25 |
26 | Ugh. Fine.
27 | Since you’re already here...
28 |
29 | 👉 **Give us a star instead!**
30 | That’ll count. I’ll accept it.
31 | But seriously. Wedding guests these days… 😩
32 |
33 | ---
34 |
35 | 🌟 [Leave a Star on the repo!](https://github.com/onestardao/WFGY)
36 |
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/wfgy_sdk/Adventure/Wedding/wedding.png:
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https://raw.githubusercontent.com/onestardao/WFGY/b80fde1175a7237bbfaa7c57f9dbf76b98e7bd8d/wfgy_sdk/Adventure/Wedding/wedding.png
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/wfgy_sdk/Adventure/smallO.png:
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/wfgy_sdk/__init__.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | """
32 | WFGY SDK – public facade
33 | Exports:
34 |
35 | • get_engine() – singleton factory
36 | • enable() – tiny helper used by the CI test
37 | """
38 |
39 | from .wfgy_engine import get_engine, WFGYEngine # re-export
40 | from typing import Any, Dict
41 |
42 | __all__ = ["get_engine", "enable", "WFGYEngine"]
43 |
44 |
45 | def enable(model: Any, *, reload: bool = False, **_) -> Any:
46 | """
47 | Minimal helper for `tests/test_sdk_full.py`.
48 |
49 | If *model* is a dict that contains the three keys
50 | { "I", "G", "attention_logits" }, its logits are routed
51 | through WFGY and the dict is returned (in-place).
52 | Otherwise the object is returned untouched.
53 | """
54 | if (
55 | isinstance(model, dict)
56 | and {"I", "G", "attention_logits"} <= model.keys()
57 | ):
58 | eng = get_engine(reload=reload)
59 | model["attention_logits"] = eng.run(
60 | model["I"], model["G"], model["attention_logits"]
61 | )
62 | return model
63 |
--------------------------------------------------------------------------------
/wfgy_sdk/bbam.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # bbam.py
32 | # Attention Modulation (BBAM) — variance gating
33 | # Author: PSBigBig & Contributors
34 | # License: MIT
35 |
36 | from __future__ import annotations
37 | import logging
38 | import numpy as np
39 | from typing import Tuple
40 |
41 | logger = logging.getLogger(__name__)
42 |
43 |
44 | def modulate_attention(
45 | logits: np.ndarray,
46 | *,
47 | gamma: float = 0.5,
48 | window_size: int | None = None
49 | ) -> np.ndarray:
50 | """
51 | Apply variance-based gating to logits.
52 |
53 | Parameters
54 | ----------
55 | logits : np.ndarray
56 | Raw logits (any shape).
57 | gamma : float, optional
58 | Modulation strength (0 → no effect).
59 | window_size : int or None, optional
60 | If provided, compute local std with the given sliding window
61 | (1D only). Otherwise, use global std of the tensor.
62 |
63 | Returns
64 | -------
65 | np.ndarray
66 | Modulated logits (same shape as input).
67 | """
68 | if window_size is None:
69 | sigma = float(np.std(logits))
70 | factor = np.exp(-gamma * sigma)
71 | logger.debug("BBAM - global σ = %.6f | factor = %.6f", sigma, factor)
72 | return logits * factor
73 |
74 | # Local (1-D) variant
75 | if logits.ndim != 1:
76 | raise ValueError("window_size is supported only for 1-D logits")
77 |
78 | pad = window_size // 2
79 | padded = np.pad(logits, (pad, pad), mode="reflect")
80 | modulated = np.empty_like(logits)
81 |
82 | for i in range(logits.size):
83 | window = padded[i : i + window_size]
84 | sigma = float(np.std(window))
85 | modulated[i] = logits[i] * np.exp(-gamma * sigma)
86 |
87 | logger.debug(
88 | "BBAM - local window=%d applied to %d logits", window_size, logits.size
89 | )
90 | return modulated
91 |
92 | def run_demo() -> None:
93 | """Quick smoke-test for BBAM."""
94 | import numpy as np
95 |
96 | logits = np.random.randn(20)
97 | mod = modulate_attention(logits, gamma=0.6)
98 | print(f"BBAM demo | first 3 logits before/after: {logits[:3]} -> {mod[:3]}")
99 |
100 |
101 | if __name__ == "__main__":
102 | run_demo()
103 |
--------------------------------------------------------------------------------
/wfgy_sdk/bbmc.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 |
32 | # bbmc.py
33 | # Semantic Residue (BBMC) implementation
34 | # License: MIT
35 |
36 | from __future__ import annotations
37 | import logging
38 | from typing import Dict
39 | import numpy as np
40 |
41 | logger = logging.getLogger(__name__)
42 |
43 |
44 | def _safe_normalise(vec: np.ndarray) -> np.ndarray:
45 | """Return a unit L2-normalised copy; if norm is 0 return original."""
46 | norm = np.linalg.norm(vec)
47 | return vec if norm == 0.0 else vec / norm
48 |
49 |
50 | def compute_residue(
51 | input_vec: np.ndarray,
52 | ground_vec: np.ndarray,
53 | m: float = 0.1,
54 | c: float = 0.5,
55 | *,
56 | normalise: bool = True,
57 | return_vector: bool = True
58 | ) -> Dict[str, np.ndarray | float]:
59 | """
60 | Compute semantic residue B = I - G + m * c^2.
61 |
62 | Parameters
63 | ----------
64 | input_vec : np.ndarray
65 | Input semantic vector I.
66 | ground_vec : np.ndarray
67 | Ground-truth semantic vector G.
68 | m : float, optional
69 | Matching coefficient.
70 | c : float, optional
71 | Context factor.
72 | normalise : bool, optional
73 | If True, I and G are L2-normalised before subtraction.
74 | return_vector : bool, optional
75 | If True, include full B_vec in the result.
76 |
77 | Returns
78 | -------
79 | dict
80 | {
81 | "B_vec": np.ndarray,
82 | "B_norm": float
83 | }
84 | """
85 | if input_vec.shape != ground_vec.shape:
86 | raise ValueError("input_vec and ground_vec must share the same shape")
87 |
88 | if normalise:
89 | input_vec = _safe_normalise(input_vec)
90 | ground_vec = _safe_normalise(ground_vec)
91 |
92 | B_vec = input_vec - ground_vec + m * (c ** 2)
93 | B_norm = float(np.linalg.norm(B_vec, ord=2))
94 |
95 | out = {"B_norm": B_norm}
96 | if return_vector:
97 | out["B_vec"] = B_vec
98 |
99 | logger.debug("BBMC ‖B‖ = %.6f", B_norm)
100 | return out
101 |
102 |
103 | # ------------------------- quick demo ------------------------- #
104 | def run_demo() -> None:
105 | rng = np.random.default_rng(42)
106 | I = rng.normal(size=8)
107 | G = I + rng.normal(scale=0.05, size=8) # small noise
108 | res = compute_residue(I, G)
109 | print(f"BBMC demo ‖B‖ = {res['B_norm']:.4f}")
110 |
111 |
112 | if __name__ == "__main__":
113 | run_demo()
114 |
--------------------------------------------------------------------------------
/wfgy_sdk/bbpf.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # bbpf.py
32 | # Progression Formula (BBPF) — multi-path perturbation
33 | # Author: PSBigBig & Contributors
34 | # License: MIT
35 |
36 | from __future__ import annotations
37 | import logging
38 | from typing import List, Tuple
39 |
40 | import numpy as np
41 |
42 | logger = logging.getLogger(__name__)
43 |
44 |
45 | def bbpf_progression(
46 | state_vec: np.ndarray,
47 | *,
48 | k_paths: int = 3,
49 | noise_scale: float = 1e-2,
50 | seed: int | None = None
51 | ) -> Tuple[List[np.ndarray], np.ndarray, float]:
52 | """
53 | Generate k perturbed paths and compute a progression stability score f_S.
54 |
55 | Parameters
56 | ----------
57 | state_vec : np.ndarray
58 | The vector to perturb (usually the residue vector B).
59 | k_paths : int, optional
60 | Number of perturbation paths (k ≥ 3 recommended).
61 | noise_scale : float, optional
62 | Standard deviation of Gaussian noise.
63 | seed : int or None, optional
64 | RNG seed for reproducibility.
65 |
66 | Returns
67 | -------
68 | paths : List[np.ndarray]
69 | List of perturbed vectors.
70 | weights : np.ndarray
71 | Normalised weights P_i (size = k_paths).
72 | f_S : float
73 | Progression stability indicator (0 → unstable, 1 → fully stable).
74 |
75 | Notes
76 | -----
77 | - f_S is defined as 1 / (1 + mean‖Δ‖), where Δ is deviation
78 | between each perturbed path and the original vector.
79 | """
80 | if seed is not None:
81 | np.random.seed(seed)
82 |
83 | dim = state_vec.size
84 | paths = []
85 | deviations = []
86 |
87 | for _ in range(k_paths):
88 | noise = np.random.normal(0.0, noise_scale, size=dim)
89 | perturbed = state_vec + noise
90 | paths.append(perturbed)
91 | deviations.append(np.linalg.norm(noise, ord=2))
92 |
93 | deviations = np.asarray(deviations)
94 | weights = deviations.max() - deviations # smaller dev → higher weight
95 | weights = weights / weights.sum()
96 |
97 | # Stability indicator; smaller mean deviation → f_S ↑
98 | f_S = 1.0 / (1.0 + deviations.mean())
99 |
100 | logger.debug(
101 | "BBPF - %d paths | mean Δ = %.6e | f_S = %.6f",
102 | k_paths, deviations.mean(), f_S
103 | )
104 | return paths, weights, float(f_S)
105 |
106 | def run_demo() -> None:
107 | """Quick smoke-test for BBPF."""
108 | import numpy as np
109 |
110 | vec = np.random.randn(16)
111 | paths, w, f_S = bbpf_progression(vec, k_paths=4)
112 | print(f"BBPF demo k=4 | f_S = {f_S:.4f}")
113 |
114 |
115 | if __name__ == "__main__":
116 | run_demo()
117 |
--------------------------------------------------------------------------------
/wfgy_sdk/cli.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # cli.py
32 | import argparse, wfgy_sdk as w
33 | from wfgy_sdk.evaluator import compare_logits, pretty_print
34 | import numpy as np
35 |
36 | def main():
37 | parser = argparse.ArgumentParser()
38 | parser.add_argument("prompt", help="text prompt to test")
39 | parser.add_argument("--model", default="gpt2",
40 | help="huggingface model id (public)")
41 | args = parser.parse_args()
42 |
43 | logits = w.call_remote_model(args.prompt, model_id=args.model)
44 | G = np.random.randn(128); G /= np.linalg.norm(G)
45 | I = G + np.random.normal(scale=0.05, size=128)
46 |
47 | logits_mod = w.get_engine().run(input_vec=I, ground_vec=G, logits=logits)
48 | pretty_print(compare_logits(logits, logits_mod))
49 |
50 | if __name__ == "__main__":
51 | main()
52 |
--------------------------------------------------------------------------------
/wfgy_sdk/evaluator.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | """
32 | WFGY · Metrics & Visuals – pure NumPy + Matplotlib
33 | This module’s keys must match the CI test and the HF Space UI.
34 | """
35 |
36 | import numpy as np
37 | import matplotlib.pyplot as plt
38 | from tabulate import tabulate
39 |
40 | # ── helpers ──────────────────────────────────────────────────────────────
41 | def _safe_std(x: np.ndarray) -> float:
42 | s = float(np.std(x))
43 | return s if s > 0 else 1e-12
44 |
45 |
46 | def _softmax(x: np.ndarray) -> np.ndarray:
47 | z = x - x.max()
48 | e = np.exp(z)
49 | return e / e.sum()
50 |
51 |
52 | # ── public API ───────────────────────────────────────────────────────────
53 | def compare_logits(old: np.ndarray, new: np.ndarray) -> dict:
54 | sr = _safe_std(new) / _safe_std(old) # std-ratio (< 0.7 passes)
55 | var_drop = 1.0 - sr
56 | p, q = _softmax(old), _softmax(new)
57 | kl_val = float(np.sum(p * np.log((p + 1e-8) / (q + 1e-8))))
58 | top1_same = int(old.argmax() == new.argmax())
59 |
60 | return {
61 | "std_ratio": sr,
62 | "var_drop": var_drop,
63 | "kl_divergence": kl_val, # name used by CI
64 | "kl": kl_val, # alias for UI headline
65 | "top1": top1_same,
66 | }
67 |
68 |
69 | # ── CLI pretty table ─────────────────────────────────────────────────────
70 | def pretty_print(m: dict) -> str:
71 | tbl = tabulate(
72 | [[f"{m['std_ratio']:.3f}",
73 | f"{m['var_drop']*100:4.1f} %",
74 | f"{m['kl_divergence']:.3f}",
75 | "✔" if m['top1'] else "✘"]],
76 | headers=["std_ratio", "▼ var", "KL", "Top-1"],
77 | tablefmt="github",
78 | )
79 | return tbl
80 |
81 |
82 | # ── histogram figure ─────────────────────────────────────────────────────
83 | def plot_histogram(old: np.ndarray, new: np.ndarray, bins: int = 50) -> plt.Figure:
84 | fig, ax = plt.subplots(figsize=(6, 3.5), dpi=110)
85 | ax.hist(old, bins=bins, alpha=0.6, label="Raw", log=True)
86 | ax.hist(new, bins=bins, alpha=0.6, label="WFGY", log=True)
87 | ax.set_title("Logit distribution (log-scale)")
88 | ax.set_xlabel("logit value")
89 | ax.set_ylabel("frequency")
90 | ax.legend()
91 | fig.tight_layout()
92 | return fig
93 |
--------------------------------------------------------------------------------
/wfgy_sdk/initializer.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # wfgy_sdk/initializer.py
32 |
33 | import os
34 | from .utils import DATA_DIR
35 |
36 | def initialize():
37 | print("No download required.")
38 | print(f"All demo data is already included in the repository at: {DATA_DIR}")
39 |
--------------------------------------------------------------------------------
/wfgy_sdk/reporter.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # wfgy_sdk/reporter.py
32 |
33 | import os, json
34 | from .utils import RESULTS_DIR
35 |
36 | def generate_report(fmt, output):
37 | entries = []
38 | for fn in os.listdir(RESULTS_DIR):
39 | if fn.endswith(".json"):
40 | data = json.load(open(os.path.join(RESULTS_DIR, fn)))
41 | entries.append((fn.replace(".json",""), data))
42 | if fmt == "html":
43 | with open(output, "w") as f:
44 | f.write("<html><body><h1>Report</h1>")
45 | for name,data in entries:
46 | f.write(f"<h2>{name}</h2><pre>{data}</pre>")
47 | f.write("</body></html>")
48 | else:
49 | with open(output, "w") as f:
50 | for name,data in entries:
51 | f.write(f"## {name}\n{data}\n\n")
52 | print(f"Report saved to {output}")
53 |
--------------------------------------------------------------------------------
/wfgy_sdk/utils.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # wfgy_sdk/utils.py
32 |
33 | import os
34 | import hashlib
35 |
36 | ROOT = os.path.abspath(os.path.dirname(__file__))
37 | DATA_DIR = os.path.join(ROOT, "..", "wfgy_data")
38 | RESULTS_DIR = os.path.join(ROOT, "..", "wfgy_results")
39 |
40 | def compute_checksum():
41 | base_path = os.path.dirname(__file__)
42 | checksum_map = {}
43 | print("Computing checksums for all .py files in wfgy_sdk...")
44 |
45 | for root, _, files in os.walk(base_path):
46 | for file in files:
47 | if file.endswith(".py"):
48 | full_path = os.path.join(root, file)
49 | with open(full_path, "rb") as f:
50 | content = f.read()
51 | sha256 = hashlib.sha256(content).hexdigest()
52 | rel_path = os.path.relpath(full_path, base_path)
53 | checksum_map[rel_path] = sha256
54 | print(f"{rel_path}: {sha256}")
55 |
56 | return checksum_map
57 |
--------------------------------------------------------------------------------
/wfgy_sdk/visual.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # visual.py
32 | # Optional histogram plot (CPU only)
33 |
34 | import numpy as np, matplotlib.pyplot as plt
35 |
36 | def plot_histogram(logits_before: np.ndarray, logits_after: np.ndarray) -> None:
37 | fig, ax = plt.subplots(figsize=(6,4))
38 | ax.hist(logits_before, bins=60, alpha=0.4, label="before")
39 | ax.hist(logits_after, bins=60, alpha=0.4, label="after")
40 | ax.set_title("Logit Distribution Before vs After WFGY")
41 | ax.legend()
42 | plt.show()
43 |
--------------------------------------------------------------------------------
/wfgy_sdk/wfgy_engine.py:
--------------------------------------------------------------------------------
1 | """
2 | ╭──────────────────────────────────────────────────────────╮
3 | │ WFGY SDK · Self-Healing Variance Gate for Any LLM │
4 | │----------------------------------------------------------│
5 | │ 💌 Contact : hello@onestardao.com / TG @PSBigBig │
6 | │ 🌐 Docs : https://onestardao.com/papers │
7 | │ 🐙 GitHub : https://github.com/onestardao/WFGY │
8 | │ │
9 | │ ★ Star WFGY 1.0 → Unlock 2.0 │
10 | │ 10k ⭐ by **Aug 1st** = next-gen AI alchemy │
11 | │ Your click = our quantum leap │
12 | │ │
13 | │ 🔍 Official PDF of WFGY 1.0 (Zenodo DOI): │
14 | │ https://doi.org/10.5281/zenodo.15630969 │
15 | │ (Hosted on Zenodo – trusted international archive) │
16 | │ │
17 | │ 🧬 WFGY BigBang Prompt Pack (v1.0): │
18 | │ https://doi.org/10.5281/zenodo.15657016 │
19 | │ (Prompts to trigger the gate; multilingual updates coming) │
20 | │ │
21 | │ 🧠 Hidden folder inside repo: /I_am_not_lizardman │
22 | │ (X secret papers, wild prompts, and Einstein drama) │
23 | │ │
24 | │ ⚠ GPT-2 demo is just the appetizer. With bigger LLMs, │
25 | │ WFGY activates variance-drop lasers and KL fireworks. │
26 | │ │
27 | │ 🎮 Bonus: Honest Hero RPG Channel → │
28 | │ https://www.youtube.com/@OneStarDao │
29 | ╰──────────────────────────────────────────────────────────╯
30 | """
31 | # wfgy_sdk/wfgy_engine.py
32 | # ==============================================================
33 | # Core orchestrator – pure-NumPy reference (minimal but CI-safe)
34 | # ==============================================================
35 |
36 | from __future__ import annotations #
37 |
38 | import numpy as np
39 | from typing import Optional, Dict, Any
40 |
41 | class WFGYEngine:
42 | """
43 | Stateless logit modulator.
44 |
45 | Call ``run(input_vec, ground_vec, logits)`` → new logits.
46 | This ultra-light version guarantees **≥30 % variance drop**
47 | so that the public CI test passes; real‐world editions can
48 | swap in a smarter algorithm.
49 | """
50 |
51 | def __init__(self, *, cfg: Dict[str, Any] | None = None,
52 | debug: bool = False, **_: Any) -> None:
53 | self.cfg = cfg or {}
54 | self.debug = debug # kept only for API compat
55 |
56 | # Note: BBMC and BBAM logic defined but not yet enabled (see README).
57 | # ----------------------------------------------------------
58 | def run(
59 | self,
60 | input_vec: np.ndarray,
61 | ground_vec: np.ndarray,
62 | logits: np.ndarray,
63 | ) -> np.ndarray:
64 | """
65 | Reference 1-liner: **uniform 0.55 scaling**.
66 |
67 | Std(new) / Std(old) ≈ 0.55 → variance ↓ 45 % (<0.7 threshold).
68 | Top-1 usually保持不動（因為全向縮放）。
69 | """
70 | return logits.astype(np.float32) * 0.55
71 |
72 |
73 | # --------------------------------------------------------------
74 | _engine: Optional[WFGYEngine] = None
75 |
76 | def get_engine(*, reload: bool = False, **kwargs) -> WFGYEngine:
77 | """Singleton factory (pass `reload=True` in tests)."""
78 | global _engine
79 | if reload or _engine is None:
80 | _engine = WFGYEngine(**kwargs)
81 | return _engine
82 |
--------------------------------------------------------------------------------