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Updated: 8 min 1 sec ago

The best testing strategy

Sun, 06/15/2025 - 1:10pm
Categories: Hacker News

Show HN: AGI Lite for Free,Semantic AI boost with WFGY(stability ×3.6, open SDK

Sun, 06/15/2025 - 12:58pm

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.

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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)

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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× stability Simulated WFGY 2.0 (GPT-4-Turbo) → +65.4% reasoning | +5.1× stability

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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

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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.

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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=44283394

Points: 1

# Comments: 0

Categories: Hacker News

I want to be a Journey Programmer Again

Sun, 06/15/2025 - 12:57pm
Categories: Hacker News

BehindText – Text Behind Image

Sun, 06/15/2025 - 12:57pm

Article URL: https://behindtext.com

Comments URL: https://news.ycombinator.com/item?id=44283385

Points: 1

# Comments: 0

Categories: Hacker News

A clicker game made with just HTML and CSS

Sun, 06/15/2025 - 12:54pm
Categories: Hacker News

1x Forth (1999)

Sun, 06/15/2025 - 12:47pm
Categories: Hacker News

Red Hat Linux in 1998 (2009)

Sun, 06/15/2025 - 12:08pm
Categories: Hacker News

Simplest Computer Sound [video]

Sun, 06/15/2025 - 11:55am
Categories: Hacker News

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