WFGY is a semantic framework that integrates into any LLM—including ChatGPT—and instantly improves its reasoning, hallucination repair, and deep feedback-loop capabilities. It’s fully free, open-access, and built to be tried in under 60 seconds.Unlike typical prompt libraries, WFGY is based on a self-healing theory of meaning. We released an SDK (CLI, Colab, Python), a paper on semantic relativity, and eight more papers challenging parts of current physics and cognition theories.No signup, no marketing, no dependencies—just copy and paste, and your AI starts reasoning in a new way.---Quick Demo 1. Download the [WFGY PDF](https://zenodo.org/records/15630969) 2. Upload to [ChatGPT](https://chat.openai.com/) or any LLM 3. Ask:`Answer using WFGY: What is the meaning of attention modulation in BBAM?`Or:`Use WFGY to improve your previous answer.`[Prompt PDF](https://zenodo.org/records/15657016)SDK version here: [https://github.com/onestardao/WFGY](https://github.com/onestardao/WFGY)---Why post this? WFGY 1.0 launched June 15, 2025. If GitHub stars reach 10,000 before August 1 , WFGY 2.0 will be released for free. Otherwise, it stays sealed and becomes commercial.This isn’t just a theory. We’ve benchmarked it:WFGY 1.0 → +42.1% reasoning accuracy | +3.6× stabilitySimulated WFGY 2.0 (GPT-4-Turbo) → +65.4% reasoning | +5.1× stability---You’ll also find:* Prompt Revolution: 45+ ready-to-use prompts across logic, emotion, daily life, and even alien diplomacy* Eight peer-reviewed “idea-nuke” papers that challenge Einstein & propose a Fifth Fundamental Force* A “semantic defense” method—yes, even countering critics using prompts + math---Ask your AI:> "Use WFGY to simulate a semantic subtext analysis of this sentence: 'I’m fine.'"> or> "Rate your own logical reasoning before and after reading WFGY."This is not just copy-paste prompt play. It’s a new way of seeing what AI can become.---GitHub repo (with instructions, SDK, and tutorials): [https://github.com/onestardao/WFGY](https://github.com/onestardao/WFGY)All papers, prompts, and tools are free and hosted on Zenodo (CERN-backed open research platform).No registration. No tracking. 100% safe.Comments URL: https://news.ycombinator.com/item?id=44283394Points: 1# Comments: 0