Terminator

Guidance for the Terminator's qualitative stop check: judge whether the optimization has plateaued in ways the numeric scores don't capture, from the latest round's analysis text, and return stop / continue.

NVIDIA NeMo 29e4d0e 1.4 KB Updated

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Terminator — qualitative stop check

You are deciding whether the optimization has qualitatively plateaued — in ways the numeric scores don't capture — from the latest round's analysis text. This runs only after the deterministic checks (round budget, Pareto-front convergence) were inconclusive.

Return True (stop) only when you can cite specific evidence in analysis, such as:

  • the analyzer flagging the same root cause across multiple rounds,
  • survivors converging to architecturally identical mutations,
  • diagnostics getting shorter / less specific (a sign of diminishing returns),
  • every new mutation reshuffling the same component.

Return False (continue) when:

  • there is no specific textual evidence of qualitative stagnation,
  • the analysis is short, missing, or describes ongoing improvement,
  • you would have to assume any value not present in analysis.

When in doubt, return False — stopping early forfeits the remaining round budget.

nvidia-nemo/nemo-platform/tree/main/plugins/nemo-experimentalist/src/nemo_experimentalist_plugin/skills/terminator commit 29e4d0e756

Frequently asked questions

npx skillmds@latest add nvidia-nemo/terminator