Research
Compliance
Completeness and Cost of Retrieval Structures for Multi-Tool Requests in LLM Agents
Key Insights
- An agent that must call several tools to fulfill a request fails when the tool retriever omits any one of them, yet tool retrievers are mostly built and evaluated on queries requiring a single tool.
- W.
Cite this synthesis
DOI: 10.48550/arXiv.2610.41905 ↗
Show formatted citation
@misc{ acaciacompliance-research-completeness-and-cost-of-retrieval-structures-for-multi-tool,
title = { Completeness and Cost of Retrieval Structures for Multi-Tool Requests in LLM Agents },
author = { Leszek },
year = { 2026 },
doi = { 10.48550/arXiv.2610.41905 },
url = { http://arxiv.org/abs/2610.41905v1 },
note = {Summarized and classified by AcaciaFund}
}
TY - GEN TI - Completeness and Cost of Retrieval Structures for Multi-Tool Requests in LLM Agents AU - Leszek PY - 2026 DO - 10.48550/arXiv.2610.41905 UR - http://arxiv.org/abs/2610.41905v1 ER -
Edit on GitHub — registry.json
Overview
An agent that must call several tools to fulfill a request fails when the tool retriever omits any one of them, yet tool retrievers are mostly built and evaluated on queries requiring a single tool. W
Why It Matters
This item adds to the AML and compliance knowledge base. Practitioners can use it to stay current on Completeness and Cost of Retrieval Structures for Multi-Tool Requests in LLM Agents, but should validate its claims against primary sources and more recent work before relying on it in production decisions.
Key Takeaways
- Understand how Completeness and Cost of Retrieval Structures for Multi-Tool Requests in LLM Agents relates to AML and compliance workflows and controls.
- Assess evidence quality and freshness before acting on the findings.
- Use the tagged topics to connect this item to related content in the library.
Article Metadata
Related Research
Related Lessons
Compliance
Designing a Comprehensive AML Compliance Program
Create a complete AML compliance program: risk assessment methodology with...
Compliance
AML Enforcement in Practice: Regulatory Actions and Compliance Implementation
Apply AML concepts to real-world enforcement cases: HSBC, Standard...
Compliance
Money Laundering Mechanisms: Trade, Crypto, Shell Companies, and Real Estate
Understand the mechanisms criminals use to launder money: trade-based...