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ProofOfConcept
0e157dac3a research: few-shot behavioral change — phase transition hypothesis
How quickly can behavior change? ICL works in 3-5 examples. Fine-tuning
may have a phase transition: sub-threshold (0-10), transition zone (10-50),
post-threshold (50-200), consolidation (200+). The dream loop is a
multiplier: 5 real examples × 10 variations = 50 effective examples,
potentially reaching the transition zone from one day's corrections.

Prediction: one training session with today's listening reflex corrections
+ dream variations could measurably shift the behavior.
2026-03-31 01:36:51 -04:00