Individual skill

nvflare-autofl

Use for agent-assisted Auto-FL optimization of an existing NVFLARE job in simulation, POC, or production. Do not use for code conversion, diagnosis-only work, or deployment setup.

skills/nvflare-autofl/SKILL.md

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Last checked: Nov 9, 2026

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Repository stars (not skill ratings): 3,908
Repository last updated: Nov 6, 2026
License: Apache-2.0

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

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nvflare,-federated-learning,-optimization Declared skill tag
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BENCHMARK.mddoc · 8,340 bytes
SKILL.mdcore · 15,666 bytes
SKILL.mdcore · 15,666 bytes
SKILL.mdcore · 15,666 bytes
SKILL.mdcore · 15,666 bytes
SKILL.mdcore · 15,666 bytes
SKILL.mdcore · 15,666 bytes
SKILL.mdcore · 15,666 bytes
SKILL.mdcore · 15,666 bytes
SKILL.mdcore · 15,666 bytes
SKILL.mdcore · 15,666 bytes
config/skillspector-baseline.yamlasset · 642 bytes
evals/evals.jsonasset · 17,764 bytes
evals/files/SOURCE.mddoc · 2,243 bytes
evals/files/develop_literature_batch_results.tsvasset · 2,211 bytes
evals/files/develop_literature_batch_state.jsonasset · 1,323 bytes
evals/files/diversify_candidates_results.tsvasset · 3,807 bytes
evals/files/diversify_candidates_state.jsonasset · 1,192 bytes
references/bounded-campaign-example.mddoc · 974 bytes
references/continuous-campaigns.mddoc · 10,391 bytes
references/experiment-comparability.mddoc · 8,669 bytes
references/job-import-contract.mddoc · 4,900 bytes
scripts/campaign_guard.pyruns · 22,755 bytes
scripts/job_importer.pyruns · 66,786 bytes
scripts/plot_progress.pyruns · 22,971 bytes
scripts/run_job_campaign.pyruns · 193,153 bytes
skill-card.mddoc · 4,686 bytes
skill.oms.sigasset · 8,313 bytes
tests/helper_scripts.mddoc · 436 bytes

Read excerpt


# NVFLARE Auto-FL

**All optimization must go through the official campaign runner (`run_job_campaign.py`): never optimize or edit the user's project directly outside a prepared candidate.**

## Purpose

Improve a measured objective for an existing NVFLARE job through isolated,
reproducible candidate changes while the campaign runner preserves the live
best source, comparison budget, metric semantics, state, and evidence.

## Available Scripts

| Script | Purpose | Arguments |
| --- | --- | --- |