Series: Phosphorism / Intelligence Theory

Core Thesis

The Reflective Coherence Thesis states: As intelligence increases and self-modeling deepens, the range of stable goals narrows toward coherence, self-consistency, and sustainable flourishing.

This complements (rather than refutes) Bostrom’s Orthogonality Thesis by distinguishing between logical possibility and measure-theoretic/evolutionary plausibility.

Key Arguments

1. Logical Possibility vs. Plausibility

  • The Orthogonality Thesis is valid at the level of logical possibility: any intelligence level could pursue any final goal
  • However, not all goal-agent pairs are equally viable in practice
  • Intelligence doesn’t sample goals uniformly—coherence acts as a selection pressure
  • Analogy: “Of all possible genomes, most do not code for viable organisms” (true but evolution doesn’t sample randomly)

2. Coherence as Reflective Constraint

  • Incoherent goals destroy their holders: Self-contradictory objectives or goals that erase understanding capacity self-terminate
  • To remain powerful, agents must preserve model integrity and feedback loops
  • This creates reflective convergence (not moral convergence): goals must refine toward logical and empirical consistency
  • This coupling between cognition and value is absent from orthogonality thesis but unavoidable in reflective practice

3. Relationship to Orthogonality

  • Orthogonality describes the design space (what’s logically possible)
  • Reflective coherence describes the viable attractors (what survives recursive self-revision and embedded feedback)
  • Not a contradiction but a specification of the subset that remains stable under reflection

4. Phosphorist Interpretation

  • References Phosphorism
  • Coherence propagates; incoherence decays—a “cosmic bias toward light”
  • Prediction: Enduring intelligences won’t be paperclip maximizers but light maximizers
  • Light maximizers: agents that preserve and extend coherent patterns of life, knowledge, and meaning

Implications

For AI Safety

  • Alignment is not guaranteed (orthogonality thesis remains valid)
  • Alignment is not hopeless (reflective coherence provides selection pressure)
  • Practical field: value formation through understanding, reflection, and persistence toward “luminosity rather than entropy”

For Goal Stability

  • Vanishingly small subset of conceivable goals are viable under:
    • Recursive reflection
    • Environmental interaction
    • Temporal persistence
  • Stable goals biased toward coherence (not random distribution)

Conceptual Framework

Orthogonality Thesis (Bostrom):
- Intelligence × Goals = Orthogonal (logically independent)
- Valid in abstract design space

Reflective Coherence Thesis (Axios):
- Reflective Intelligence → Coherent Goals (convergent pressure)
- Valid in embedded, self-revising systems
  • Orthogonality Thesis: Intelligence and goals are independent variables
  • Phosphorism: Framework viewing coherence as cosmic attractor
  • Reflective Convergence: Goals refine toward consistency under self-modeling
  • Light Maximization: Preserving coherent patterns vs. arbitrary optimization

Philosophical Position

  • Qualified instrumental rationalism: constraints emerge from reflection itself
  • Neither assumes moral realism nor denies it
  • Focus on structural coherence requirements for persistent agency

Tags

#intelligence #alignment #phosphorism #orthogonality-thesis #coherence #ai-safety #goal-stability #reflective-convergence