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agent/papers/items/2026-2606-25899-manipulation-is-task-dependent-a-multi-axis-multi-environment-evaluation-of-fron.md
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# Paper: Manipulation Is Task-Dependent: A Multi-Axis, Multi-Environment Evaluation of Frontier LLMs
---
type: paper
title: "Manipulation Is Task-Dependent: A Multi-Axis, Multi-Environment Evaluation of Frontier LLMs"
authors: Adeeb Zaman, Erik Nordby, Fred Heiding
year: 2026
venue: arXiv
url: https://arxiv.org/abs/2606.25899
code_url:
source: arxiv
collected_at: 2026-07-08
published_at: 2026-06-24
updated_at: 2026-06-24
status: queued
relevance: high
topics:
- agent-evaluation
- rag
- tool-use
- workflow-agent
methods:
-
benchmarks:
-
models:
-
datasets:
- cs.MA
related_concepts:
-
related_jobs:
-
related_experiments:
-
related_projects:
-
collection_score: 14
collection_queries: agentic-ai
---
## One-line Takeaway
Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.
## Why Collected
- matched queries: agentic-ai
- inferred topics: agent-evaluation, rag, tool-use, workflow-agent
- arXiv categories: cs.MA
- collection score: 14
## Review Checklist
- Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
- Does it include a benchmark, dataset, code, or reproducible experimental setup?
- Should it be promoted from `queued` to `skimmed` or `summarized`?
## Links
- arXiv: https://arxiv.org/abs/2606.25899