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Session Timeline: January 31, 2026

5
Sessions
5
PDFs
8
Predictions
5.7
bpc (current)

_1: Initial ES Experiments

Event Space discovery, activation probing, RNN-UM mapping
  • Empirical 5 ESs identified (Digits, Punct, Vowels, Whitespace, Other)
  • Theory Claimed 59% of compression explained
  • Later Refuted Baseline comparison was wrong

_2: Tock Methodology

ES extraction, joint event spaces, critical analysis
  • Empirical ES captures only 15.9% of 1-step MI
  • Theory Critique paper: "The 53% Illusion"
  • Theory Quotient renormalization and max entropy

_3: Memory Traces

Time, integration, factor maps, pattern injection theory
  • Theory Factor maps as patterns on U²
  • Theory ω∞: The sky-hook problem
  • Theory Pattern injection theory developed

_4: Pattern Injection

SVD factorization, unification, time-energy, memory depth
  • Empirical 1 bit/char head start (5.46 → 4.47 bpc)
  • Empirical SVD components interpreted (97.5% + 2.5%)
  • Theory Q = λ unification (Bayes/Thermo/Quotient)
  • Theory bits ∝ h/time (Landauer + Planck)
  • Unexpected Memory depth flat, not decaying as predicted

_5: Retrospective (current)

Looking back, testable predictions
  • Theory 8 testable predictions recorded
  • Theory Lessons learned documented

Key Insights Across Sessions

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