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SAIR Mathematics Distillation Challenge

SAIR Mathematics Distillation Challenge Research Repository

Prepared by: Amey Thakur

Competition: Stage 1 · Stage 2

Welcome to the long-term research repository for the SAIR Mathematics Distillation Challenge. This repository contains all research, analysis, source codes, and submission artifacts for both Stage 1 and Stage 2 of the competition.

Repository Architecture

The repository is structured to separate the completed Phase 1 work from ongoing Phase 2 research.

Stage 1 focused on human-readable heuristics, prompt engineering, and producing concise cheatsheets.

  • prompts/: Canonical prompt templates for Stage 1.
  • cheatsheets/: Distilled knowledge artifacts (e.g., magma cheatsheet).
  • analysis/: Technical analysis of magma theories and problem subsets.
  • scripts/: Python tools for data profiling and analytics.
  • sources/: Raw source data and external dependencies (including Lean 4 source repos).

Stage 2 transitions into automated theorem proving, counterexample generation, and Lean 4 verification.

  • architecture.md: System architecture for the solver.
  • research.md: Research report detailing judge interaction, Lean verification, and budget optimization.
  • solvers/: Active production solvers featuring Triage, AST Analysis, and SymPy SAT counterexample generation.