June 2026 monthly summary for NVIDIA-NeMo/Gym: Delivered a new BLADE Analysis Skill for NeMo Gym agents, enabling evidence-backed benchmark reports and actionable improvement recommendations. The feature includes a comprehensive build guide, a public toolkit for package validation and calibration, optional reference artifacts for CVDP benchmarks, and updates to CI/CD to use uv-managed local hooks for more reliable linting. A new blade_toolkit.py helper supports package-shape validation, anchor-fact extraction, shallow baseline generation, scoring, and local calibration checks when external BLADE tooling is unavailable. The release also includes a public build/validation workflow, unit coverage for toolkit behavior, and updated documentation to support reproducibility. CI pipelines and unit tests show strong validation results and stable linting.