Focused vs Open — The Artist Analogy for Ideas and Two-Timescale Dynamics

Focused vs Open — The Artist Analogy for Ideas and Two-Timescale Dynamics

The system is an artist. Ideas live as hues on a unit circle and speak as a fast inner voice. Each painting requires 50 clicks (slow), while ideas can pivot every click (fast). We work with a finite set of endpoints (only the ideas that choose this artist), dropping “missing hues.” The algebra is phasor-based and unchanged; what changes is the ontology.

1) Ontology: Finite Endpoints

  • Endpoints: only the ideas that chose the artist exist for this system. If 5 ideas adhere, there are exactly 5 endpoints.
  • Perfect vs muted: a perfect system is chosen by all ideas; a muted system by none. Most lie between.
  • Present-only vectors: session math sums only adhered idea phasors. Adhesion can change mid-session.

2) Session Dynamics (Fast Scale)

State per click as a phasor:

M = C e^{i\phi}

One new unit idea at angle alpha adds tip-to-tail:

M' = M + e^{i\alpha}

Exact incremental updates with delta = alpha - phi:

C' update
phi' update
  • Reinforcement vs quieting: C' > C iff cos delta > 0; opposite push delta = pi gives C' = |C - 1|.
  • Directional inertia: for large C, Delta phi ~ O(1/C); late-session steering is expensive.

3) Two Timescales and Frequency Separation

Let one click be Δt. Ideas update every click; one painting takes 50 clicks.

f_I and f_A

Indexing that reads well on a board: clicks n inside painting m:

M_{m,n+1} = M_{m,n} + e^{i\alpha_{m,n}}, M_{m+1,0} = M_{m,50}

4) Slow Variables A and P (Gallery Clock)

Summarize a session by terminal or mean phasor:

M tilde and M bar

Update slow variables with small gain lambda:

P and A updates

5) Focused vs Open Diagnostics

  • Scatter (windowed):
s_t
  • Drift: median |Delta phi| across the 50 clicks.
  • Growth pattern: focused sessions show monotone or gently rising C; open sessions fluctuate.
  • Steerability bound:
sigma
  • Adhesion rate: number of new endpoints joining mid-session.

Labels: A focused system has low scatter, small drift, rising C, and few new endpoints; additions mostly amplify intensity without rotating direction. An open system has higher scatter, larger drift, fluctuating C, and more adhesion; direction can pivot substantially early in the session.

6) Surprise vs Bias (Teaching Pin)

Choose an axis psi. Define:

K_t, R_t, S_t

Bias does not equal surprise; surprise peaks when the voice is near quadrature to the axis.

7) Bounds and Rules of Thumb

  • A single opposite push cannot flip a large-C voice: with delta = pi, C' = |C - 1|.
  • Early session (small C) allows big pivots; late session (large C) requires coordinated pushes.
  • Five-click stability probe: compute s_t over N=5; combine with sigma_t to call “focused.”

8) Minimal Worked Micro-Example

Prior voice M = 4 angle 240. Add Red at 0 degrees:

C' = sqrt 13, phi' ~ 253.9 deg

Interpretation: a modest nudge toward Red and a quieting of intensity—exactly as the incremental formulas predict for a large-C prior.


Plain language: ideas run 50× faster than paintings complete. A focused session amplifies a stable direction; an open session explores. As intensity grows, the voice hardens—each new thought rotates it less.

Author: John Rector

John Rector is the co-founder of E2open, acquired in May 2025 for $2.1 billion. Building on that success, he co-founded Charleston AI (ai-chs.com), an organization dedicated to helping individuals and businesses in the Charleston, South Carolina area understand and apply artificial intelligence. Through Charleston AI, John offers education programs, professional services, and systems integration designed to make AI practical, accessible, and transformative. Living in Charleston, he is committed to strengthening his local community while shaping how AI impacts the future of education, work, and everyday life.

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