January 2026 monthly summary for ignaciosica/tinygrad focused on stabilizing the CUDA disassembly workflow and delivering a reliability-focused bug fix. Delivered a targeted change that strips null terminators from bytecode during CUDA disassembly, improving correctness when using ptxas and making the overall CUDA compilation flow more robust.

Month: 2025-12 — ignaciosica/tinygrad Key features delivered: - Beam search counting enhancement with PickleableCount: Introduced a new PickleableCount class to enable counting with customizable steps, improving beam search robustness and Python 3.14+ compatibility. Includes unit tests and integration adjustments to utilize the new mechanism. Major bugs fixed: - Fixed beam search issues on Python 3.14+ (commit 9b4de8abc7341f8f58857639cbb716a0687e9421), addressing edge-case failures and ensuring stability. Overall impact and accomplishments: - Increased reliability and portability of beam search, reduced production risk, and expanded test coverage. The changes lay groundwork for future enhancements in counting strategies and Python-version compatibility. Technologies/skills demonstrated: - Python, test-driven development, refactoring, utility class design, compatibility engineering for Python 3.14+; demonstrated collaboration and focused, traceable commits.