Theory of !resonances. Analog LLM.
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Theory of !resonances
TRIZ
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t!r Definitions
Resonances and synchronicity
External synchronization
Slots and i!l harmonics
!fluctuation
Le Chatelier
!Nonlinear bifurcation
!event flows
!flow !marker
!Cycle 3

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Theory of !resonances is an active management framework that transforms
reactive response to the event flow into its predictive analysis and proactive regulation.

External synchronization in the social environment operates along a chain: !libration (gravitational surge) → biological level → neurophysiological level → social synchronizing impulse.

This process forms a stable !resonance — regularly repeating behavioral patterns of individuals and social groups.

Life examples:

  • Regularly repeating conflict with a neighbor or colleague.

  • A situation where a person repeatedly fails to manage their emotions and breaks a promise.

  • Cyclically recurring economic crises.

When an event repeats with a certain periodicity, the theory of !resonances designates it as an event !flow.

At any given time, more than 10 major external synchronizations are active, creating interference interactions and harmonic oscillations:

  • As soon as an internal parameter — whether a person's neurobiological balance or the dynamics of processes in a group — coincides with the frequency of an external synchronization, this system (person/group) enters into !resonance with the governing external oscillation.

  • As a result, a constant !flow of events with a regularly repeating behavioral pattern is formed.

Event Interference and Antinodes

Since there are many such !flows and each has its own frequency, their overlap (addition of frequencies) occurs at certain moments. This leads to the emergence of event antinodes (surges of activity) and quiet zones.

In everyday speech, these phases are often described by phrases:

  • "Today everyone seems to have gone crazy" — the point of maximum antinode.

  • "Where did everyone go, where are the clients?" — zone of reduced activity.

At peak moments, a multitude of physical interactions (!fluctuations in the terminology of the theory of !resonances) take place. In zones of calm, on the contrary, an extremely low number of interactions is recorded.

Each event !flow possesses its own signature — a set of repeating patterns designated in the theory of !resonances as a !flow !marker.

Forecasting Flow Activity

The toolkit of the theory of !resonances allows for active work with !time slots:

  • Identification: knowing 2 or more repeated !markers, one can determine the !time slots of activity for the observed !flow.

  • Extrapolation: subsequent !time slots are identified in which this !flow will become active again.

  • Forecasting: with a high degree of probability, it is predicted in which specific slot a repetition of events moving within this !flow should be expected.

Let us consider this process on a chart at a larger scale (on a larger fractal):

In this figure, it is evident that the frequency of the !flow's !time slots is identical, while the amplitude (the probability of a catastrophe, as in the figure) varies.

This occurs because we are dealing with a multiplicity of mutually interfering event !flows, and when oscillations of different fractal dimensions coincide, a sharp increase in the probability amplitude of the event occurs (divergence to infinity, singularity).

Predicting the oscillation amplitude is difficult, but predicting the !time slot when a catastrophe (or, conversely, a positive event) may occur can be done with fairly high accuracy.

  • Stability and patterns: depending on the stability of the !flow, patterns repeat with a probability ranging from 10% to 90%.

  • Frequency of events and markers: a catastrophe may occur once every few dozen, hundreds, or thousands of cycles, but the catastrophe !markers will repeat according to the !time slots.

Another paradigm that allows viewing event !flows through the lens of language model operations:

Imagine our !reality as a large analog LLM (aLLM). One might assume that any event could happen within it, but that is not the case. For example, if you want to go to the store, you must execute a strict sequence of actions (analog LLM transactions):

Dress → grab wallet → get into car → drive to store → park → grab a cart, etc.

  • Chain failure: If any token or transaction is missing, the entire generation chain will break. If you forgot your car keys, a model rollback will occur at the "drive to store" transaction.

  • Search for alternatives: The analog LLM will begin searching for other options to complete the transaction via other tokens: take a bus, walk, etc.

The generation chains of an analog LLM are these same event !flows. If we want to go to the store, there is no need to compute the entire possible cloud of tokens and transactions. Each subsequent token can only be followed by a limited set of options, so it is sufficient to compute the most probable path of the event !flow drain (generation chains of the analog LLM).

This principle is utilized by an aLLM-bot modeling which event token will prove to be the most probable within the processed generation chain.

Conclusion

The above describes the basic mechanism of interaction between event !flows and external synchronization. Since !marker patterns are unique to each object — whether a person's neurophysiological profile, corporate risks, or social process dynamics — the practical application of the model requires individual adjustment to a specific system.

If you need to determine !time slot schedules, recognize !markers, and model a target generation chain for your task, the framework details are calculated upon individual request.



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