June 25, 2024
Reverse-Process Synthetic Data Generation for Math Reasoning
Training LLMs on mathematical reasoning by inverting easy-to-solve problems: generate derivatives, reverse them into integration exercises with full step-by-step solutions.
Reasoning
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April 1, 2026
I Spent $0.48 to Find Out When MCTS Actually Works for LLM Reasoning
Controlled experiments on constraint satisfaction problems. MCTS beats best-of-N only when blind sampling hits a ceiling and the verifier provides a gradient.
March 15, 2026
Superintelligence May Not Require a Breakthrough
The most dramatic possibility in AI might arrive through the most mundane mechanism. Not a beam of sacred light. A sufficiently good build system.
January 18, 2026
Value Functions Over Reasoning Traces
What if reasoning traces could learn their own usefulness? A simple RL framing for trace memory, and why one reward signal is enough.
December 1, 2024
MCTS-Reasoning: Tree Search for LLM Reasoning
Applying Monte Carlo Tree Search to large language model reasoning, with a formal specification of the algorithm.
October 15, 2024
Latent Reasoning Traces: Memory as Learned Prior
What if LLMs could remember their own successful reasoning? A simple experiment in trace retrieval, and why 'latent' is the right word.