agent/papers/items/2026-2605-06869-agentick-a-unified-benchmark-for-general-sequential-decision-making-agents.md

Paper: Agentick: A Unified Benchmark for General Sequential Decision-Making Agents

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type: paper title: "Agentick: A Unified Benchmark for General Sequential Decision-Making Agents" authors: Roger Creus Castanyer, Pablo Samuel Castro, Glen Berseth year: 2026 venue: arXiv url: https://arxiv.org/abs/2605.06869 code_url: source: arxiv collected_at: 2026-07-08 published_at: 2026-05-07 updated_at: 2026-05-12 status: queued relevance: high topics:

• agent-evaluation
• coding-agent
• multi-agent
• planning
• rag
• reasoning
• tool-use methods:

benchmarks:

models:

datasets:

• cs.AI related_concepts:

related_jobs:

related_experiments:

related_projects:

collection_score: 23 collection_queries: autonomous-agent-llm

One-line Takeaway

Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.

Why Collected

• matched queries: autonomous-agent-llm
• inferred topics: agent-evaluation, coding-agent, multi-agent, planning, rag, reasoning, tool-use
• arXiv categories: cs.AI
• collection score: 23

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/2605.06869