In September 2025, delivered foundational FVApps benchmarking capabilities and addressed key configuration issues to improve reliability, maintainability, and business value of the benchmarking workflow. Implemented a YAML-based processor for the FVApps Benchmark Problem Suite and standardized benchmark configuration syntax to reduce parse errors and ensure consistency across the repository.

In Aug 2025, focused on delivering end-to-end YAML tooling and benchmark support to accelerate Lean verification workflows. The FVApps Benchmark YAML Suite and Conversion Tooling establishes a repeatable path from Hugging Face FVApps datasets to Lean-friendly YAML, enabling benchmark definition, per-sample outputs, and integration with a vc-* verification schema. This work enhances reproducibility, test coverage, and data readiness for formal verification tasks across the repository Beneficial-AI-Foundation/vericoding.

Monthly summary for 2025-03 (rems-project/cn): Implemented portable build process improvement by replacing which with command -v to check tool availability, enhancing reliability across environments and CI. The change is localized to the Makefile, minimizing risk while improving developer onboarding and reducing environment-specific build failures.