Supreme Polarity Theory
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Community guide · free · open to everyone

Learn SPT with AI — anyone can do it

You do NOT need a physics PhD. You do NOT need 4 years of advanced math. You just need 1 hour + 1 browser + 1 AI (Grok, Claude, ChatGPT, Gemini — any of them). This page is a step-by-step guide on using AI to (1) understand technical terms, (2) run SymPy independently to verify the math, (3) compare SPT with mainstream physics, (4) find weaknesses / falsifiers yourself. All SPT content is public and reproducible — no secrets, no 'trust me', every claim ships with a SymPy script for you to verify.

Get started in 4 steps (5 minutes)

  1. 1

    Open an AI chatbot

    Open one of these free AI tools in a new tab:
  2. 2

    Copy 1 URL from the SPT site

    Open any page on this SPT site — for example:Copy the full URL from your browser address bar (Ctrl+L → Ctrl+C).
  3. 3

    Paste into AI + ask a question

    Paste the URL into the AI chat box and ask a question. Simple template: “Read [URL] and explain section ABC to me in plain language”. See the 6 sample prompts below for more ideas. The AI will:
    • Translate technical terms → plain language
    • Give visual examples / analogies
    • Walk through equations step-by-step
    • Answer your follow-up questions
  4. 4

    Verify independently with SymPy

    Every SPT mathematical claim has a reproducible SymPy script you can run on your machine:
    1. Install Python: python.org
    2. Install SymPy: pip install sympy
    3. Download script (see “SymPy verification” section below)
    4. Run: python3 spt_xxx.py
    5. All asserts must PASS — if any fail → SPT is wrong → report to the community

6 sample prompts — copy & paste

Each prompt is 1-click copyable. Paste into Grok / Claude / ChatGPT / Gemini and get a detailed answer. Swap the URL in the prompt to learn a different topic.

1Plain-language explanation

Read the page https://thuyet-thai-cuc.vercel.app/theory/spt-law-virtual-danode and explain to me IN PLAIN ENGLISH (no advanced physics required) what a virtual DANode is and how it relates to Dark Energy / Dark Matter / antimatter.

2Verify a formula

Open https://thuyet-thai-cuc.vercel.app/api/sympy-scripts/download?path=scripts/spt_virtual_danode.py to see the SymPy script. Then SIMULATE the code in your head (or actually run it) and check: does the formula Λ^(1/4) = √(m_ν2·m_ν3)/Q_3 give 2.60 meV? Compared to Planck 2018's measured value 2.39 meV, what's the percent deviation?

3Compare to mainstream physics

The page https://thuyet-thai-cuc.vercel.app/theory/spt-law-full-tier-b-closure says SPT closes the 'cosmological constant Λ problem' (worst prediction in physics, off by 122 orders) by re-anchoring to the neutrino scale. Compare this solution with (a) anthropic principle, (b) multiverse, (c) SUSY cancellation. Which is more scientifically rigorous and why?

4Find errors / falsifiers

I want to see if SPT could be wrong. Read https://thuyet-thai-cuc.vercel.app/theory/derivation-explorer and list 5 SPT predictions that experiments could falsify IN THE NEXT 10 YEARS. For each prediction, name the experiment that will test it and the threshold that would falsify SPT.

5First step — learn the terms

I'm new to SPT. Read https://thuyet-thai-cuc.vercel.app/theory/bagua-overview and https://thuyet-thai-cuc.vercel.app/theory/yinyang-node, then create a GLOSSARY for me of the 10 most important terms with a 1-sentence definition each. Order by priority: which do I need to learn first.

6Unified forces

Read https://thuyet-thai-cuc.vercel.app/theory/spt-law-unified-force-mechanism and explain to me: how can ONE formula F_X = g²·⟨σ|K_X|σ⟩·Prop generate all 4 fundamental forces? Why does SPT say there are EXACTLY 4 forces (not 3 or 5)?

Independent SymPy verification — step by step

This is the part-anyone-can-do-but-few-actually-do: run SPT's SymPy code yourself to verify the math. If any assert fails, SPT is wrong. This is the ONLY way to distinguish real discovery from hand-waving.

6-step procedure
1. Install Python 3 (if not already)

Windows / Mac / Linux — download from python.org. Check 'Add to PATH' during install.

# Kiểm tra Python đã có chưa / Check if Python is installed
python3 --version
# Output mong muốn / Expected output:
# Python 3.11.x  (hoặc bất kỳ phiên bản 3.x / or any 3.x version)
2. Install SymPy
pip install sympy
# hoặc / or:
# pip3 install sympy
4. Run the script
# Mở terminal ở thư mục chứa script / Open terminal in script folder
python3 spt_virtual_danode.py

# Kết quả mong muốn (mẫu) / Expected output (sample):
# ====================================================
#  Dot 11 (v3.12) -- VIRTUAL DANode existence proof
# ====================================================
# ... 6 stages ...
# Delta = 8.61%   ->   PASS (Tier-A, scale closes 122 orders)
# ...
# ✓ Dot 11 (v3.12) -- VIRTUAL DANode existence proof complete

# Nếu thấy "PASS" cho tất cả assertion → SPT chính xác trong test đó
# If you see "PASS" for all assertions → SPT correct for that test
5. Cross-check results vs PDG / CODATA

Each script outputs 'Predicted X vs Measured Y, Δ = Z%'. Cross-check the 'Measured' value at official sources:

6. If you find an error → report to the community

If a script's assertion FAILS, or the PDG value SPT cites doesn't match the official source, or you find a logical error — please report via the Contact page . Science lives on evidence — if SPT is wrong, it must be corrected. That's how knowledge progresses.

Suggested learning path

Beginner (1-2 hours)
Intermediate (3-5 hours)
Advanced (10+ hours)

What you can verify yourself

  • All 95 SymPy scripts are reproducible — every assert must PASS on your machine (each runs <2s). If any fails → SPT is wrong.
  • All 'measured' values cross-check PDG/CODATA/Planck — if SPT cites 137.036 for α_em, open pdg.lbl.gov and check it matches.
  • All wiki cross-references resolve to real pages — no 'reference to a paper we never wrote'. Click any link you see.
  • Falsifiers have specific deadlines — each prediction has a real experiment + deadline (LIGO O5 2027, HL-LHC 2030, JUNO 2030, ...). Track whether they fall as SPT predicted.
  • Hard cross-relations (no cheating possible) — e.g., the same a = ℓ_Pl must explain BOTH the speed of light c AND the cascade slope d₀. One fit is easy, two fits at once requires real structure.

Honest disclosure — about SPT and about AI

  • SPT is a Theory-of-Everything candidate under active research — NOT a peer-reviewed established theory. Until peer-review is complete, treat SPT as a candidate framework with strong mathematical evidence, not final truth. Every prediction has a falsifier.
  • AI can be wrong. Grok / Claude / ChatGPT / Gemini sometimes 'hallucinate' — make up numbers, misread formulas, or agree with whatever you say. Don't trust the AI without cross-checking. Independent SymPy verification is the only certain way.
  • No 'expert mode' secrets. Everything on this SPT site is PUBLIC — no restricted area, no paywall. The same URLs you see, the AI sees.
  • You don't have to agree with everything. Be a 'constructive skeptic' — challenge every claim, ask hard questions. If you find a flaw → the community thanks you.
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