# 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
