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Curated 2024-2026 AI agent research papers collection
Passed 20 of 22 test cases with the skill, and 14 of 22 without it.
and 4 more in the full report
6 fixed14 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
In which conference venue was the Minecraft lifelong learning paper Voyager published?
| Checked | Without skill | With skill |
|---|---|---|
| Voyager publication venue is NeurIPS 2024 | Missed | Passed |
The instructions your model reads when the skill loads.
A focused collection of AI agent research papers from 2024-2026, tracking the latest developments in LLM-based agent systems. Unlike broader collections, this focuses on recent breakthroughs — new architectures, benchmarks, multi-agent coordination, and real-world applications. Updated frequently as the field evolves rapidly.
Recent AI Agent Research
├── Agent Architectures
│ ├── Planning (o1-style reasoning, search-augmented)
│ ├── Memory (long-term, episodic, working)
│ └── Tool use (function calling, code execution)
├── Multi-Agent Systems
│ ├── Collaboration (task decomposition, debate)
│ ├── Competition (red team, adversarial)
│ └── Emergence (self-organization, culture)
├── Evaluation
│ ├── Benchmarks (SWE-bench, WebArena, GAIA)
│ ├── Safety (jailbreak, misuse, alignment)
│ └── Reliability (error recovery, hallucination)
├── Applications
│ ├── Software engineering (coding agents)
│ ├── Scientific research (lab automation)
│ ├── Web automation (browsing, form-filling)
│ └── Enterprise (workflow, data analysis)
└── Infrastructure
├── Frameworks (LangGraph, CrewAI, AutoGen)
├── Protocols (MCP, A2A, tool standards)
└── Deployment (scaling, monitoring, cost)
| Paper | Venue | Key Contribution |
|---|---|---|
| SWE-agent | ICLR 2025 | Agent interface design for SE |
| OpenHands | 2024 | Open platform for coding agents |
| AgentBench | ICLR 2024 | Multi-environment agent benchmark |
test cases passed, vs 14 / 22 without
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