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The Frontier Paper Stack

The current arXiv pull is a paper-level frontier snapshot, not a lag study. It already names concrete work in prompt/generation security, agentic action security, model and ML attack security, governance assurance, privacy protection, MCP/tool-use security, and red teaming. Representative papers from the compact arXiv corpus include .

Paper-level frontier snapshot

What this finding measures

Internal / Teaser Only

The current arXiv pull is a paper-level frontier snapshot, not a lag study. It already names concrete work in prompt/generation security, agentic action security, model and ML attack security, governance assurance, privacy protection, MCP/tool-use security, and red teaming. Representative papers from the compact arXiv corpus include .

Based on analyzed arXiv paper metadata, not a time-series estimate or hiring benchmark.

Strict AI-security papers

3,411 of 10,152 unique papers

Chart targets

  • chart_external_arxiv_papers_per_month
  • chart_external_gharchive_unique_actors_by_bucket

Active filters: period=all, industry=all, seniority=all

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Evidence charts

Current chart outputs for this finding

chart_external_arxiv_papers_per_month

Chart contract is missing from the public chart catalog.

chart_external_gharchive_unique_actors_by_bucket

Chart contract is missing from the public chart catalog.

Recommended actions

What leaders should do next

Use the paper-level frontier to define bounded role scopes and interview scenarios.
Treat the current arXiv pull as a snapshot, not a multiyear trend line.
Cross-check role architecture against published paper families before rewriting JDs.

Browse the full citation library for supporting research and source quotes.

Evidence library →