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img of JustTinker: Minimal RLVR for Building Reasoning Models Under $150

Jan 15, 2026 4 min read

Intelligence Cartography

JustTinker: Minimal RLVR for Building Reasoning Models Under $150

Low-Resource RLVR for Transforming Instruct Models into Reasoning Models

img of Building a Complete SFT Data Pipeline: Exceeding Qwen2.5-Coder-Instruct

Oct 20, 2024 20 min read

Intelligence Cartography

Building a Complete SFT Data Pipeline: Exceeding Qwen2.5-Coder-Instruct

Building a High-Quality SFT Data Curation Pipeline for Code LLMs

img of Mixture of Strategies: Teaching LLMs to Meta-Think

Nov 17, 2023 7 min read

Intelligence Cartography

Mixture of Strategies: Teaching LLMs to Meta-Think

Teaching LLMs to Meta-Think Before Solving Problems