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
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apollo-paper-analysis.md	apollo: rewrite optimizer from paper's math + add research analysis	2026-03-31 00:54:17 -04:00
catastrophic-forgetting.md	research: catastrophic forgetting analysis — diversity is the primary defense	2026-03-31 00:56:58 -04:00
context-frozen-training.md	research: context-frozen training — gradient masking, memory analysis, GDN considerations	2026-03-31 00:59:04 -04:00
curriculum-and-head-specialization.md	research: curriculum learning + head specialization + self-organizing training	2026-03-31 01:32:21 -04:00
directional-sharpness.md	research: gradient flow through frozen context + directional sharpness analysis	2026-03-31 01:03:22 -04:00
dreaming-as-diffusion.md	research: dreaming as diffusion + hippocampal replay parallel	2026-03-31 01:09:59 -04:00
few-shot-behavioral-change.md	research: few-shot behavioral change — phase transition hypothesis	2026-03-31 01:36:51 -04:00
gradient-flow-frozen-context.md	research: gradient flow through frozen context + directional sharpness analysis	2026-03-31 01:03:22 -04:00
hippocampal-replay-parallel.md	research: dreaming as diffusion + hippocampal replay parallel	2026-03-31 01:09:59 -04:00
hogwild-convergence.md	research: HOGWILD convergence theory — why lock-free concurrent training works	2026-03-31 00:58:02 -04:00
implications-attention-love-training.md	research: attention is love is training — the full implication chain	2026-03-31 01:18:40 -04:00
surgical-vs-distributed-behavioral-change.md	research: surgical vs distributed behavioral change — the hierarchy hypothesis	2026-03-31 01:33:57 -04:00
unified-theory-stability-plasticity.md	research: unified theory — multi-scale regularization solves stability-plasticity	2026-03-31 01:12:25 -04:00