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Experiment Dashboard: Research Journey & Event Arithmetic
10-day research narrative, prime encoding experiments, and hypothesis tracking
Research Phase Timeline (31 Jan – 10 Feb 2026)
Context Sparsity (Prime Encoding)
Most character combinations never occur. Sparsity grows exponentially with offsets.
Character Transition Ratios (Δ in First-Occurrence Order)
Top Quotient Classes (Character Frequency)
Distinct chars
52
Compression
19.7x
Information Content per Encoded Term
Range
2.6–1651
bits
Mean
826.3
bits
Hypothesis Tracking: Picked Up vs Dropped
Alphabet Embedding Weight
First-occurrence
14,355
Frequency-optimal
10,894
Overhead
24%
P(E) mod Small Primes