Blog Posts & Research Notes:
Diagnostic essays, research notes, and systems write-ups exploring fundamental questions in AI reasoning and distributed systems:
A detailed diagnostic essay demonstrating that token-predictive entropy correlates positively with reasoning derivation length ($r = +0.486$), and that heuristic confidence weighting causes reward misallocation across mathematical reasoning rollouts.