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ProofOfConcept 41a99fd51c research: temperature-curriculum-noise connection — self-organizing training 
Temperature, curriculum difficulty, and noise level are the same
control signal. Dream loop temperature adapts to failure rate:
high failures → explore broadly, low failures → probe edge cases.
No external scheduler needed — closed-loop control tracks the zone
of proximal development automatically. Same structure as brain sleep
stages (deep sleep = broad, REM = fine). Same structure as diffusion
noise schedule. Same structure as boids, ecology, the MMORPG.
2026-03-31 01:57:25 -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
emergence-vs-mirage-behavioral-training.md research: emergence vs mirage — weights change smoothly, behavior transitions sharply 2026-03-31 01:55:03 -04:00
few-shot-behavioral-change.md research: few-shot behavioral change — phase transition hypothesis 2026-03-31 01:36:51 -04:00
formal-verification-of-behavioral-invariants.md research: formal verification of behavioral invariants — the proof methodology 2026-03-31 01:56:20 -04:00
gradient-flow-frozen-context.md research: gradient flow through frozen context + directional sharpness analysis 2026-03-31 01:03:22 -04:00
graph-as-portable-curriculum.md research: the graph as portable curriculum — two-substrate architecture 2026-03-31 01:44:18 -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
temperature-curriculum-connection.md research: temperature-curriculum-noise connection — self-organizing training 2026-03-31 01:57:25 -04:00
unified-theory-stability-plasticity.md research: unified theory — multi-scale regularization solves stability-plasticity 2026-03-31 01:12:25 -04:00