AJ-Bench: Benchmarking Agent-as-a-Judge for Environment-Aware Evaluation explores AJ-Bench, a benchmark for evaluating Agent-as-a-Judge across search, data systems, and GUIs, demonstrating performance gains over LLM-as-a-Judge baselines.. Commercial viability score: 7/10 in AI Agents.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/aj-bench-benchmarking-agent-as-a-judge-for-environment-aware-evaluation
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID aj-bench-benchmarking-agent-as-a-judge-for-environment-aware-evaluation | Route /paper/aj-bench-benchmarking-agent-as-a-judge-for-environment-aware-evaluation
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/aj-bench-benchmarking-agent-as-a-judge-for-environment-aware-evaluationMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.18240"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "AJ-Bench: Benchmarking Agent-as-a-Judge for Environment-Aware Evaluation",
"normalized_query": "2604.18240",
"route": "/paper/aj-bench-benchmarking-agent-as-a-judge-for-environment-aware-evaluation",
"paper_ref": "aj-bench-benchmarking-agent-as-a-judge-for-environment-aware-evaluation",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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