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# Paper: Capable but Unreliable: Canonical Path Deviation as a Causal Mechanism of Agent Failure in Long-Horizon Tasks
---
type: paper
title: "Capable but Unreliable: Canonical Path Deviation as a Causal Mechanism of Agent Failure in Long-Horizon Tasks"
authors: Wilson Y. Lee
year: 2026
venue: arXiv
url: https://arxiv.org/abs/2602.19008
code_url:
source: arxiv
collected_at: 2026-07-08
published_at: 2026-02-22
updated_at: 2026-02-22
status: queued
relevance: high
topics:
- agent-evaluation
- computer-use
- planning
- tool-use
methods:
-
benchmarks:
-
models:
-
datasets:
- cs.CL
- cs.LG
related_concepts:
-
related_jobs:
-
related_experiments:
-
related_projects:
-
collection_score: 13
collection_queries: language-agent
---
## One-line Takeaway
Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.
## Why Collected
- matched queries: language-agent
- inferred topics: agent-evaluation, computer-use, planning, tool-use
- arXiv categories: cs.CL, cs.LG
- collection score: 13
## 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/2602.19008