stoneburner-atomics 0.18.2

Source: Pypi.org· August 18, 2026
SynaBot summary

A new release of the stoneburner-atomics tool, version 0.18.2, offers local-first evaluation for large language models. It includes features for assessing token costs, output quality, and security, all accessible via a command-line interface.

Key takeaways

  • Local LLM evaluation for cost and quality
  • Security assessment features included
  • Command-line interface for easy access
  • New version 0.18.2 now available

Why it matters

This update allows developers and users to test and compare LLMs directly on their own systems. This is crucial for controlling costs, ensuring data privacy, and verifying model performance before deploying AI assistants in business applications.

This story was reported by Pypi.org. Read the full original article:
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