I ran into the same question a while back on how does AI answer questions. Pattern completion was what I worked out too, and was told in a long, long conversation with ChatGPT. Didn't give me the warm and fuzzies. Seems an easy way to spread strange generalizations if a billion human conversations form patterns into answers. What the hell I thought, no stranger than most of the stuff coughed up on computers, especially after I finally walked away from 365 MS Word. It alters styles on an algorithmic whim and doesn't tell you .
I got sort of bored with it all late the other night after tackling the subject of how to write and construct prompts for LLMs. Wow, what a sobering encounter that was. Seems the way to get something done with LLMs is to instruct the model to stop being human; ie don't explain reasons why, don't evaluate, or converse emotionally and stop telling me how right I am and nothing is ever my fault - just answer the friggen question and then shut up. I was stunned, I actually started to get somewhere. AI works better in a cage!
The prompt I was working on was for editing unnecessary dialog tags. It started to get a little complex, and mathematics crept in so I got AI to assist. Long story short, in experimenting with versions of multiple prompts for harmonics (written conversations often harmonize in the pattern they form). I saw my Scientology folder and decided to edit the Expanded Tone Scale of Scientology, it's full off of harmonics to test out numerical and harmonic sequencing. I used AI generated prompts for recognizing harmonics. Geezers! I'm not smart enough to write this sort of stuff, AI wrote what is below. I'll let you decide - but there is something about AI if it's used as a tool, not as a thinking, living thing - don't make that mistake, it's not. It mimics humans = it makes mistakes and presents opinions and conformities just like humans do.
I apologize in advance, but there is a method in the madness of AI.
HOW RESONANCE PAIRS ARE DETERMINED
Two tones resonate when they share:
Below are the specific tone pairs that amplify each other.
1. HIGH‑OUTFLOW RESONANCE PAIRS (400 → 40)
These tones reinforce each other because they share stable outward motion.
2. MID‑OUTFLOW RESONANCE PAIRS (30 → 2.4)
These tones resonate because they share moderate, stable outward motion.
3. LOW‑OUTFLOW RESONANCE PAIRS (2.0 → 1.1)
These tones resonate because they share unstable outward motion.
4. INFLOW RESONANCE PAIR (0.9 → 0.5)
Only one true inflow harmonic pair exists.
5. DISPERSAL RESONANCE PAIRS (1.05 → –400)
These tones resonate because they share scattered, unstable motion.
Upper dispersal (1.05 → 0.94)
6. CROSS‑BAND HARMONICS (rare but real)
These occur when tones of different numbers share identical motion type.
Outflow ↔ Outflow cross‑band

I got sort of bored with it all late the other night after tackling the subject of how to write and construct prompts for LLMs. Wow, what a sobering encounter that was. Seems the way to get something done with LLMs is to instruct the model to stop being human; ie don't explain reasons why, don't evaluate, or converse emotionally and stop telling me how right I am and nothing is ever my fault - just answer the friggen question and then shut up. I was stunned, I actually started to get somewhere. AI works better in a cage!
The prompt I was working on was for editing unnecessary dialog tags. It started to get a little complex, and mathematics crept in so I got AI to assist. Long story short, in experimenting with versions of multiple prompts for harmonics (written conversations often harmonize in the pattern they form). I saw my Scientology folder and decided to edit the Expanded Tone Scale of Scientology, it's full off of harmonics to test out numerical and harmonic sequencing. I used AI generated prompts for recognizing harmonics. Geezers! I'm not smart enough to write this sort of stuff, AI wrote what is below. I'll let you decide - but there is something about AI if it's used as a tool, not as a thinking, living thing - don't make that mistake, it's not. It mimics humans = it makes mistakes and presents opinions and conformities just like humans do.
I apologize in advance, but there is a method in the madness of AI.
Pure Harmonic‑Resonance Mapping of the Expanded Tone Scale
tone‑to‑tone resonance pairs, based strictly on:
tone‑to‑tone resonance pairs, based strictly on:
- numerical harmonic proximity
- motion‑type alignment (outflow / inflow / dispersal)
- wavelength reinforcement
Two tones resonate when they share:
- similar wavelength (numerical closeness)
- identical motion type
- similar stability level
Below are the specific tone pairs that amplify each other.
These tones reinforce each other because they share stable outward motion.
- Sovereignty ↔ Life that is not being
- Life that is not being ↔ Volition / Coexistence
- Volition / Coexistence ↔ Individuality
- Individuality ↔ Awareness
- Awareness ↔ Truth
- Truth ↔ Decency
- Decency ↔ Ideas
- Ideas ↔ Ethics
- Ethics ↔ Aesthetics
- Aesthetics ↔ Inspiration
- Inspiration ↔ Agony
- Agony ↔ Amusement
- Amusement ↔ Serenity of Beingness
These tones resonate because they share moderate, stable outward motion.
- Postulates ↔ Considerations
- Considerations ↔ Apparencies Are Reality
- Apparencies Are Reality ↔ Flows
- Flows ↔ Universes
- Universes ↔ Opinions
- Opinions ↔ Games
- Games ↔ Action
- Action ↔ Sensation
- Sensation ↔ Exhilaration
- Exhilaration ↔ Thrill
- Thrill ↔ Enthusiasm
- Enthusiasm ↔ Cheerfulness
- Cheerfulness ↔ Strong Interest
- Strong Interest ↔ Conservatism
- Conservatism ↔ Mild Interest
- Mild Interest ↔ Contented
- Contented ↔ Disinterested
- Disinterested ↔ Boredom
- Boredom ↔ Monotony
These tones resonate because they share unstable outward motion.
- Antagonism ↔ Hostility
- Hostility ↔ Pain
- Pain ↔ Anger
- Anger ↔ Hate
- Hate ↔ Resentment
- Resentment ↔ No Sympathy
- No Sympathy ↔ Unexpressed Resentment
- Unexpressed Resentment ↔ Covert Hostility
Only one true inflow harmonic pair exists.
- Sympathy ↔ Grief
These tones resonate because they share scattered, unstable motion.
Upper dispersal (1.05 → 0.94)
- Anxiety ↔ Fear
- Fear ↔ Despair
- Despair ↔ Terror
- Terror ↔ Numb
- Propitiation ↔ Making Amends
- Making Amends ↔ Undeserving
- Undeserving ↔ Self‑Abasement
- Self‑Abasement ↔ Victim
- Victim ↔ Hopeless
- Hopeless ↔ Apathy
- Apathy ↔ Useless
- Useless ↔ Dying
- Dying ↔ Tone 0
- Tone 0 ↔ Death / Failure
- Death / Failure ↔ Pity
- Pity ↔ Regret
- Regret ↔ Accountable
- Blame ↔ Shame
- Shame ↔ Punishing Bodies
- Punishing Bodies ↔ Controlling Bodies
- Controlling Bodies ↔ Protecting Bodies
- Protecting Bodies ↔ Owning Bodies
- Owning Bodies ↔ Approval from Bodies
- Approval from Bodies ↔ Needing Bodies
- Needing Bodies ↔ Worshipping Bodies
- Worshipping Bodies ↔ Sacrifice
- Hiding ↔ Being Objects
- Being Objects ↔ Being Nothing
- Being Nothing ↔ Can’t Hide
- Can’t Hide ↔ Total Hiding
- Total Hiding ↔ Should Hide
- Should Hide ↔ Surrender
- Surrender ↔ Destruction
- Destruction ↔ Evil
- Evil ↔ Delusions
- Delusions ↔ Individuation of Self
- Individuation of Self ↔ Being Entities
- Being Entities ↔ Spiritual Death
These occur when tones of different numbers share identical motion type.
Outflow ↔ Outflow cross‑band
- Serenity of Beingness ↔ Enthusiasm
- Inspiration ↔ Strong Interest
- Aesthetics ↔ Cheerfulness
- Fear ↔ Apathy
- Terror ↔ Shame
- Anxiety ↔ Regret
- Propitiation ↔ Blame




